id sid tid token lemma pos jbi-46 1 1 microsoft microsoft PROPN jbi-46 1 2 word word NOUN jbi-46 1 3 honcuibilayoutapr08draft3.doc honcuibilayoutapr08draft3.doc PROPN jbi-46 1 4 biodiversity biodiversity NOUN jbi-46 1 5 informatics informatic NOUN jbi-46 1 6 , , PUNCT jbi-46 1 7 5 5 NUM jbi-46 1 8 , , PUNCT jbi-46 1 9 2008 2008 NUM jbi-46 1 10 , , PUNCT jbi-46 1 11 pp pp ADJ jbi-46 1 12 . . PUNCT jbi-46 2 1 20 20 NUM jbi-46 2 2 - - SYM jbi-46 2 3 40 40 NUM jbi-46 2 4 converting convert VERB jbi-46 2 5 taxonomic taxonomic ADJ jbi-46 2 6 descriptions description NOUN jbi-46 2 7 to to ADP jbi-46 2 8 new new ADJ jbi-46 2 9 digital digital ADJ jbi-46 2 10 formats format NOUN jbi-46 2 11 hong hong PROPN jbi-46 2 12 cui cui PROPN jbi-46 2 13 1 1 NUM jbi-46 2 14 1 1 NUM jbi-46 2 15 school school NOUN jbi-46 2 16 of of ADP jbi-46 2 17 information information NOUN jbi-46 2 18 resources resource NOUN jbi-46 2 19 and and CCONJ jbi-46 2 20 library library NOUN jbi-46 2 21 science science NOUN jbi-46 2 22 , , PUNCT jbi-46 2 23 university university PROPN jbi-46 2 24 of of ADP jbi-46 2 25 arizona arizona PROPN jbi-46 2 26 , , PUNCT jbi-46 2 27 1515 1515 NUM jbi-46 2 28 e. e. PROPN jbi-46 2 29 first first PROPN jbi-46 2 30 street street PROPN jbi-46 2 31 , , PUNCT jbi-46 2 32 tucson tucson PROPN jbi-46 2 33 , , PUNCT jbi-46 2 34 az az PROPN jbi-46 2 35 , , PUNCT jbi-46 2 36 85742 85742 NUM jbi-46 2 37 . . PUNCT jbi-46 3 1 e e X jbi-46 3 2 - - NOUN jbi-46 3 3 mail mail NOUN jbi-46 3 4 : : PUNCT jbi-46 3 5 mhongcui@email.arizona.edu mhongcui@email.arizona.edu X jbi-46 3 6 abstract. abstract. VERB jbi-46 3 7 the the DET jbi-46 3 8 majority majority NOUN jbi-46 3 9 of of ADP jbi-46 3 10 taxonomic taxonomic ADJ jbi-46 3 11 descriptions description NOUN jbi-46 3 12 are be AUX jbi-46 3 13 currently currently ADV jbi-46 3 14 in in ADP jbi-46 3 15 print print NOUN jbi-46 3 16 format format NOUN jbi-46 3 17 . . PUNCT jbi-46 4 1 the the DET jbi-46 4 2 majority majority NOUN jbi-46 4 3 of of ADP jbi-46 4 4 digital digital ADJ jbi-46 4 5 descriptions description NOUN jbi-46 4 6 are be AUX jbi-46 4 7 in in ADP jbi-46 4 8 a a DET jbi-46 4 9 format format NOUN jbi-46 4 10 , , PUNCT jbi-46 4 11 such such ADJ jbi-46 4 12 as as ADP jbi-46 4 13 doc doc PROPN jbi-46 4 14 , , PUNCT jbi-46 4 15 html html NOUN jbi-46 4 16 , , PUNCT jbi-46 4 17 or or CCONJ jbi-46 4 18 pdf pdf NOUN jbi-46 4 19 , , PUNCT jbi-46 4 20 for for ADP jbi-46 4 21 human human ADJ jbi-46 4 22 readers reader NOUN jbi-46 4 23 . . PUNCT jbi-46 5 1 these these DET jbi-46 5 2 formats format NOUN jbi-46 5 3 do do AUX jbi-46 5 4 not not PART jbi-46 5 5 convey convey VERB jbi-46 5 6 rich rich ADJ jbi-46 5 7 semantics semantic NOUN jbi-46 5 8 in in ADP jbi-46 5 9 taxonomic taxonomic ADJ jbi-46 5 10 descriptions description NOUN jbi-46 5 11 for for ADP jbi-46 5 12 computer computer NOUN jbi-46 5 13 - - PUNCT jbi-46 5 14 aided aid VERB jbi-46 5 15 processing processing NOUN jbi-46 5 16 . . PUNCT jbi-46 6 1 newer new ADJ jbi-46 6 2 digital digital ADJ jbi-46 6 3 formats format NOUN jbi-46 6 4 , , PUNCT jbi-46 6 5 such such ADJ jbi-46 6 6 as as ADP jbi-46 6 7 xml xml NOUN jbi-46 6 8 and and CCONJ jbi-46 6 9 rdf rdf NOUN jbi-46 6 10 , , PUNCT jbi-46 6 11 accommodate accommodate ADJ jbi-46 6 12 semantic semantic ADJ jbi-46 6 13 annotations annotation NOUN jbi-46 6 14 that that PRON jbi-46 6 15 allow allow VERB jbi-46 6 16 a a DET jbi-46 6 17 computer computer NOUN jbi-46 6 18 to to PART jbi-46 6 19 process process VERB jbi-46 6 20 the the DET jbi-46 6 21 rich rich ADJ jbi-46 6 22 semantics semantic NOUN jbi-46 6 23 on on ADP jbi-46 6 24 human human PROPN jbi-46 6 25 's 's PART jbi-46 6 26 behalf behalf NOUN jbi-46 6 27 , , PUNCT jbi-46 6 28 opening open VERB jbi-46 6 29 up up ADP jbi-46 6 30 opportunities opportunity NOUN jbi-46 6 31 for for ADP jbi-46 6 32 a a DET jbi-46 6 33 wide wide ADJ jbi-46 6 34 range range NOUN jbi-46 6 35 of of ADP jbi-46 6 36 innovative innovative ADJ jbi-46 6 37 usages usage NOUN jbi-46 6 38 of of ADP jbi-46 6 39 taxonomic taxonomic ADJ jbi-46 6 40 descriptions description NOUN jbi-46 6 41 , , PUNCT jbi-46 6 42 including include VERB jbi-46 6 43 searching search VERB jbi-46 6 44 in in ADP jbi-46 6 45 more more ADV jbi-46 6 46 precise precise ADJ jbi-46 6 47 and and CCONJ jbi-46 6 48 flexible flexible ADJ jbi-46 6 49 ways way NOUN jbi-46 6 50 , , PUNCT jbi-46 6 51 integrating integrate VERB jbi-46 6 52 morphological morphological ADJ jbi-46 6 53 , , PUNCT jbi-46 6 54 genomic genomic NOUN jbi-46 6 55 , , PUNCT jbi-46 6 56 georeference georeference NOUN jbi-46 6 57 , , PUNCT jbi-46 6 58 or or CCONJ jbi-46 6 59 other other ADJ jbi-46 6 60 information information NOUN jbi-46 6 61 , , PUNCT jbi-46 6 62 automatically automatically ADV jbi-46 6 63 generating generate VERB jbi-46 6 64 taxonomic taxonomic ADJ jbi-46 6 65 keys key NOUN jbi-46 6 66 , , PUNCT jbi-46 6 67 and and CCONJ jbi-46 6 68 knowledge knowledge NOUN jbi-46 6 69 mining mining NOUN jbi-46 6 70 and and CCONJ jbi-46 6 71 visualizing visualize VERB jbi-46 6 72 taxonomic taxonomic ADJ jbi-46 6 73 data datum NOUN jbi-46 6 74 etc etc X jbi-46 6 75 . . X jbi-46 7 1 this this DET jbi-46 7 2 paper paper NOUN jbi-46 7 3 reports report VERB jbi-46 7 4 our our PRON jbi-46 7 5 experience experience NOUN jbi-46 7 6 with with ADP jbi-46 7 7 the the DET jbi-46 7 8 development development NOUN jbi-46 7 9 of of ADP jbi-46 7 10 an an DET jbi-46 7 11 automated automate VERB jbi-46 7 12 semantic semantic ADJ jbi-46 7 13 markup markup NOUN jbi-46 7 14 system system NOUN jbi-46 7 15 named name VERB jbi-46 7 16 martt martt NOUN jbi-46 7 17 and and CCONJ jbi-46 7 18 discusses discuss VERB jbi-46 7 19 challenging challenging ADJ jbi-46 7 20 issues issue NOUN jbi-46 7 21 involved involve VERB jbi-46 7 22 . . PUNCT jbi-46 8 1 to to PART jbi-46 8 2 address address VERB jbi-46 8 3 these these DET jbi-46 8 4 challenging challenging ADJ jbi-46 8 5 issues issue NOUN jbi-46 8 6 , , PUNCT jbi-46 8 7 a a DET jbi-46 8 8 number number NOUN jbi-46 8 9 of of ADP jbi-46 8 10 utilities utility NOUN jbi-46 8 11 were be AUX jbi-46 8 12 implemented implement VERB jbi-46 8 13 to to PART jbi-46 8 14 make make VERB jbi-46 8 15 martt martt NOUN jbi-46 8 16 a a DET jbi-46 8 17 more more ADV jbi-46 8 18 operable operable ADJ jbi-46 8 19 system system NOUN jbi-46 8 20 . . PUNCT jbi-46 9 1 the the DET jbi-46 9 2 utilities utility NOUN jbi-46 9 3 can can AUX jbi-46 9 4 be be AUX jbi-46 9 5 used use VERB jbi-46 9 6 to to PART jbi-46 9 7 speed speed VERB jbi-46 9 8 up up ADP jbi-46 9 9 the the DET jbi-46 9 10 preparation preparation NOUN jbi-46 9 11 of of ADP jbi-46 9 12 training train VERB jbi-46 9 13 examples example NOUN jbi-46 9 14 for for ADP jbi-46 9 15 martt martt NOUN jbi-46 9 16 , , PUNCT jbi-46 9 17 to to PART jbi-46 9 18 facilitate facilitate VERB jbi-46 9 19 the the DET jbi-46 9 20 creation creation NOUN jbi-46 9 21 of of ADP jbi-46 9 22 more more ADV jbi-46 9 23 comprehensive comprehensive ADJ jbi-46 9 24 annotation annotation NOUN jbi-46 9 25 schemas schema NOUN jbi-46 9 26 , , PUNCT jbi-46 9 27 and and CCONJ jbi-46 9 28 to to PART jbi-46 9 29 predict predict VERB jbi-46 9 30 system system NOUN jbi-46 9 31 performance performance NOUN jbi-46 9 32 on on ADP jbi-46 9 33 a a DET jbi-46 9 34 new new ADJ jbi-46 9 35 collection collection NOUN jbi-46 9 36 of of ADP jbi-46 9 37 descriptions description NOUN jbi-46 9 38 . . PUNCT jbi-46 10 1 martt martt NOUN jbi-46 10 2 has have AUX jbi-46 10 3 been be AUX jbi-46 10 4 tested test VERB jbi-46 10 5 on on ADP jbi-46 10 6 several several ADJ jbi-46 10 7 plant plant NOUN jbi-46 10 8 and and CCONJ jbi-46 10 9 alga alga ADJ jbi-46 10 10 taxonomic taxonomic ADJ jbi-46 10 11 publications publication NOUN jbi-46 10 12 including include VERB jbi-46 10 13 flora flora NOUN jbi-46 10 14 of of ADP jbi-46 10 15 china china PROPN jbi-46 10 16 , , PUNCT jbi-46 10 17 flora flora NOUN jbi-46 10 18 of of ADP jbi-46 10 19 north north PROPN jbi-46 10 20 america america PROPN jbi-46 10 21 , , PUNCT jbi-46 10 22 and and CCONJ jbi-46 10 23 flora flora NOUN jbi-46 10 24 of of ADP jbi-46 10 25 north north PROPN jbi-46 10 26 central central PROPN jbi-46 10 27 texas texas PROPN jbi-46 10 28 . . PUNCT jbi-46 11 1 key key PROPN jbi-46 11 2 words. words. VERB jbi-46 11 3 digital digital ADJ jbi-46 11 4 formats format NOUN jbi-46 11 5 , , PUNCT jbi-46 11 6 morphological morphological ADJ jbi-46 11 7 descriptions description NOUN jbi-46 11 8 , , PUNCT jbi-46 11 9 semantic semantic ADJ jbi-46 11 10 markup markup NOUN jbi-46 11 11 , , PUNCT jbi-46 11 12 supervised supervised ADJ jbi-46 11 13 machine machine NOUN jbi-46 11 14 learning learning NOUN jbi-46 11 15 , , PUNCT jbi-46 11 16 system system NOUN jbi-46 11 17 evaluation evaluation NOUN jbi-46 11 18 , , PUNCT jbi-46 11 19 taxonomic taxonomic ADJ jbi-46 11 20 descriptions description NOUN jbi-46 11 21 , , PUNCT jbi-46 11 22 unsupervised unsupervised ADJ jbi-46 11 23 machine machine NOUN jbi-46 11 24 learning learning NOUN jbi-46 11 25 , , PUNCT jbi-46 11 26 xml xml PROPN jbi-46 11 27 . . PUNCT jbi-46 12 1 taxonomic taxonomic ADJ jbi-46 12 2 descriptions description NOUN jbi-46 12 3 of of ADP jbi-46 12 4 living living NOUN jbi-46 12 5 organisms organism NOUN jbi-46 12 6 are be AUX jbi-46 12 7 a a DET jbi-46 12 8 major major ADJ jbi-46 12 9 information information NOUN jbi-46 12 10 resource resource NOUN jbi-46 12 11 used use VERB jbi-46 12 12 by by ADP jbi-46 12 13 systematists systematist NOUN jbi-46 12 14 and and CCONJ jbi-46 12 15 evolutionary evolutionary ADJ jbi-46 12 16 biologists biologist NOUN jbi-46 12 17 . . PUNCT jbi-46 13 1 the the DET jbi-46 13 2 majority majority NOUN jbi-46 13 3 of of ADP jbi-46 13 4 such such ADJ jbi-46 13 5 information information NOUN jbi-46 13 6 is be AUX jbi-46 13 7 in in ADP jbi-46 13 8 a a DET jbi-46 13 9 print print NOUN jbi-46 13 10 or or CCONJ jbi-46 13 11 digital digital ADJ jbi-46 13 12 format format NOUN jbi-46 13 13 for for ADP jbi-46 13 14 human human ADJ jbi-46 13 15 readers reader NOUN jbi-46 13 16 . . PUNCT jbi-46 14 1 on on ADP jbi-46 14 2 - - PUNCT jbi-46 14 3 going go VERB jbi-46 14 4 and and CCONJ jbi-46 14 5 planned plan VERB jbi-46 14 6 digitalization digitalization NOUN jbi-46 14 7 projects project NOUN jbi-46 14 8 such such ADJ jbi-46 14 9 as as ADP jbi-46 14 10 those those PRON jbi-46 14 11 initiated initiate VERB jbi-46 14 12 by by ADP jbi-46 14 13 the the DET jbi-46 14 14 global global ADJ jbi-46 14 15 biodiversity biodiversity NOUN jbi-46 14 16 information information NOUN jbi-46 14 17 facility facility NOUN jbi-46 14 18 ( ( PUNCT jbi-46 14 19 gbif gbif NOUN jbi-46 14 20 , , PUNCT jbi-46 14 21 2007 2007 NUM jbi-46 14 22 ) ) PUNCT jbi-46 14 23 and and CCONJ jbi-46 14 24 the the DET jbi-46 14 25 biodiversity biodiversity NOUN jbi-46 14 26 heritage heritage NOUN jbi-46 14 27 library library NOUN jbi-46 14 28 ( ( PUNCT jbi-46 14 29 bhl bhl PROPN jbi-46 14 30 , , PUNCT jbi-46 14 31 2007 2007 NUM jbi-46 14 32 ) ) PUNCT jbi-46 14 33 will will AUX jbi-46 14 34 likely likely ADV jbi-46 14 35 increase increase VERB jbi-46 14 36 the the DET jbi-46 14 37 volumes volume NOUN jbi-46 14 38 of of ADP jbi-46 14 39 taxonomic taxonomic ADJ jbi-46 14 40 descriptions description NOUN jbi-46 14 41 in in ADP jbi-46 14 42 legacy legacy NOUN jbi-46 14 43 formats format NOUN jbi-46 14 44 ( ( PUNCT jbi-46 14 45 e.g. e.g. ADV jbi-46 14 46 , , PUNCT jbi-46 14 47 doc doc PROPN jbi-46 14 48 , , PUNCT jbi-46 14 49 html html NOUN jbi-46 14 50 , , PUNCT jbi-46 14 51 or or CCONJ jbi-46 14 52 pdf pdf NOUN jbi-46 14 53 ) ) PUNCT jbi-46 14 54 . . PUNCT jbi-46 15 1 these these DET jbi-46 15 2 documents document NOUN jbi-46 15 3 will will AUX jbi-46 15 4 have have VERB jbi-46 15 5 to to PART jbi-46 15 6 be be AUX jbi-46 15 7 converted convert VERB jbi-46 15 8 to to ADP jbi-46 15 9 a a DET jbi-46 15 10 new new ADJ jbi-46 15 11 digital digital ADJ jbi-46 15 12 format format NOUN jbi-46 15 13 such such ADJ jbi-46 15 14 as as ADP jbi-46 15 15 xml xml NOUN jbi-46 15 16 or or CCONJ jbi-46 15 17 rdf rdf VERB jbi-46 15 18 to to PART jbi-46 15 19 allow allow VERB jbi-46 15 20 for for ADP jbi-46 15 21 any any DET jbi-46 15 22 innovative innovative ADJ jbi-46 15 23 usages usage NOUN jbi-46 15 24 beyond beyond ADP jbi-46 15 25 keyword keyword NOUN jbi-46 15 26 - - PUNCT jbi-46 15 27 based base VERB jbi-46 15 28 search search NOUN jbi-46 15 29 . . PUNCT jbi-46 16 1 due due ADP jbi-46 16 2 to to ADP jbi-46 16 3 the the DET jbi-46 16 4 scale scale NOUN jbi-46 16 5 of of ADP jbi-46 16 6 the the DET jbi-46 16 7 problem problem NOUN jbi-46 16 8 , , PUNCT jbi-46 16 9 automated automate VERB jbi-46 16 10 means mean NOUN jbi-46 16 11 for for ADP jbi-46 16 12 the the DET jbi-46 16 13 conversion conversion NOUN jbi-46 16 14 must must AUX jbi-46 16 15 be be AUX jbi-46 16 16 sought seek VERB jbi-46 16 17 . . PUNCT jbi-46 17 1 large large ADJ jbi-46 17 2 volumes volume NOUN jbi-46 17 3 of of ADP jbi-46 17 4 taxonomic taxonomic ADJ jbi-46 17 5 descriptions description NOUN jbi-46 17 6 , , PUNCT jbi-46 17 7 print print NOUN jbi-46 17 8 or or CCONJ jbi-46 17 9 digital digital ADJ jbi-46 17 10 , , PUNCT jbi-46 17 11 have have AUX jbi-46 17 12 been be AUX jbi-46 17 13 produced produce VERB jbi-46 17 14 over over ADP jbi-46 17 15 the the DET jbi-46 17 16 past past ADJ jbi-46 17 17 two two NUM jbi-46 17 18 hundred hundred NUM jbi-46 17 19 years year NOUN jbi-46 17 20 . . PUNCT jbi-46 18 1 while while SCONJ jbi-46 18 2 descriptions description NOUN jbi-46 18 3 created create VERB jbi-46 18 4 by by ADP jbi-46 18 5 trained train VERB jbi-46 18 6 taxonomists taxonomist NOUN jbi-46 18 7 are be AUX jbi-46 18 8 of of ADP jbi-46 18 9 high high ADJ jbi-46 18 10 quality quality NOUN jbi-46 18 11 and and CCONJ jbi-46 18 12 provide provide VERB jbi-46 18 13 consistent consistent ADJ jbi-46 18 14 information information NOUN jbi-46 18 15 in in ADP jbi-46 18 16 general general ADJ jbi-46 18 17 , , PUNCT jbi-46 18 18 there there PRON jbi-46 18 19 is be VERB jbi-46 18 20 not not PART jbi-46 18 21 a a DET jbi-46 18 22 well well ADV jbi-46 18 23 - - PUNCT jbi-46 18 24 defined define VERB jbi-46 18 25 and and CCONJ jbi-46 18 26 well well ADV jbi-46 18 27 - - PUNCT jbi-46 18 28 accepted accept VERB jbi-46 18 29 standard standard NOUN jbi-46 18 30 to to PART jbi-46 18 31 regulate regulate VERB jbi-46 18 32 the the DET jbi-46 18 33 content content NOUN jbi-46 18 34 of of ADP jbi-46 18 35 a a DET jbi-46 18 36 description description NOUN jbi-46 18 37 . . PUNCT jbi-46 19 1 a a DET jbi-46 19 2 manual manual ADJ jbi-46 19 3 comparison comparison NOUN jbi-46 19 4 among among ADP jbi-46 19 5 the the DET jbi-46 19 6 descriptions description NOUN jbi-46 19 7 of of ADP jbi-46 19 8 five five NUM jbi-46 19 9 plant plant NOUN jbi-46 19 10 species specie NOUN jbi-46 19 11 , , PUNCT jbi-46 19 12 found find VERB jbi-46 19 13 in in ADP jbi-46 19 14 six six NUM jbi-46 19 15 well well ADV jbi-46 19 16 - - PUNCT jbi-46 19 17 known know VERB jbi-46 19 18 floras flora NOUN jbi-46 19 19 , , PUNCT jbi-46 19 20 revealed reveal VERB jbi-46 19 21 surprisingly surprisingly ADV jbi-46 19 22 large large ADJ jbi-46 19 23 variations variation NOUN jbi-46 19 24 in in ADP jbi-46 19 25 terms term NOUN jbi-46 19 26 of of ADP jbi-46 19 27 description description NOUN jbi-46 19 28 content content NOUN jbi-46 19 29 and and CCONJ jbi-46 19 30 style style NOUN jbi-46 19 31 ( ( PUNCT jbi-46 19 32 lydon lydon PROPN jbi-46 19 33 et et PROPN jbi-46 19 34 al al PROPN jbi-46 19 35 , , PUNCT jbi-46 19 36 2003 2003 NUM jbi-46 19 37 ) ) PUNCT jbi-46 19 38 . . PUNCT jbi-46 20 1 lydon lydon PROPN jbi-46 20 2 and and CCONJ jbi-46 20 3 colleagues colleague NOUN jbi-46 20 4 found find VERB jbi-46 20 5 that that SCONJ jbi-46 20 6 only only ADV jbi-46 20 7 9 9 NUM jbi-46 20 8 % % NOUN jbi-46 20 9 of of ADP jbi-46 20 10 information information NOUN jbi-46 20 11 was be AUX jbi-46 20 12 exactly exactly ADV jbi-46 20 13 the the DET jbi-46 20 14 same same ADJ jbi-46 20 15 in in ADP jbi-46 20 16 six six NUM jbi-46 20 17 sources source NOUN jbi-46 20 18 , , PUNCT jbi-46 20 19 over over ADP jbi-46 20 20 55 55 NUM jbi-46 20 21 % % NOUN jbi-46 20 22 of of ADP jbi-46 20 23 information information NOUN jbi-46 20 24 was be AUX jbi-46 20 25 from from ADP jbi-46 20 26 a a DET jbi-46 20 27 single single ADJ jbi-46 20 28 source source NOUN jbi-46 20 29 , , PUNCT jbi-46 20 30 and and CCONJ jbi-46 20 31 around around ADV jbi-46 20 32 1 1 NUM jbi-46 20 33 % % NOUN jbi-46 20 34 of of ADP jbi-46 20 35 information information NOUN jbi-46 20 36 contradicted contradict VERB jbi-46 20 37 information information NOUN jbi-46 20 38 from from ADP jbi-46 20 39 another another DET jbi-46 20 40 source source NOUN jbi-46 20 41 . . PUNCT jbi-46 21 1 besides besides SCONJ jbi-46 21 2 the the DET jbi-46 21 3 large large ADJ jbi-46 21 4 variation variation NOUN jbi-46 21 5 , , PUNCT jbi-46 21 6 these these DET jbi-46 21 7 findings finding NOUN jbi-46 21 8 also also ADV jbi-46 21 9 suggest suggest VERB jbi-46 21 10 that that SCONJ jbi-46 21 11 descriptions description NOUN jbi-46 21 12 from from ADP jbi-46 21 13 different different ADJ jbi-46 21 14 collections collection NOUN jbi-46 21 15 are be AUX jbi-46 21 16 mostly mostly ADV jbi-46 21 17 complementary complementary ADJ jbi-46 21 18 to to ADP jbi-46 21 19 one one NUM jbi-46 21 20 another another DET jbi-46 21 21 . . PUNCT jbi-46 22 1 as as ADP jbi-46 22 2 lydon lydon PROPN jbi-46 22 3 et et PROPN jbi-46 22 4 al al PROPN jbi-46 22 5 . . PROPN jbi-46 23 1 ( ( PUNCT jbi-46 23 2 2003 2003 NUM jbi-46 23 3 ) ) PUNCT jbi-46 23 4 concluded conclude VERB jbi-46 23 5 , , PUNCT jbi-46 23 6 any any DET jbi-46 23 7 automatic automatic ADJ jbi-46 23 8 markup markup ADJ jbi-46 23 9 software software NOUN jbi-46 23 10 program program NOUN jbi-46 23 11 must must AUX jbi-46 23 12 take take VERB jbi-46 23 13 the the DET jbi-46 23 14 variation variation NOUN jbi-46 23 15 into into ADP jbi-46 23 16 account account NOUN jbi-46 23 17 to to PART jbi-46 23 18 avoid avoid VERB jbi-46 23 19 an an DET jbi-46 23 20 overly overly ADV jbi-46 23 21 - - PUNCT jbi-46 23 22 tailored tailor VERB jbi-46 23 23 system system NOUN jbi-46 23 24 that that PRON jbi-46 23 25 works work VERB jbi-46 23 26 only only ADV jbi-46 23 27 on on ADP jbi-46 23 28 one one NUM jbi-46 23 29 or or CCONJ jbi-46 23 30 a a DET jbi-46 23 31 few few ADJ jbi-46 23 32 description description NOUN jbi-46 23 33 collections collection NOUN jbi-46 23 34 . . PUNCT jbi-46 24 1 in in ADP jbi-46 24 2 other other ADJ jbi-46 24 3 words word NOUN jbi-46 24 4 , , PUNCT jbi-46 24 5 it it PRON jbi-46 24 6 is be AUX jbi-46 24 7 highly highly ADV jbi-46 24 8 desirable desirable ADJ jbi-46 24 9 for for SCONJ jbi-46 24 10 a a DET jbi-46 24 11 system system NOUN jbi-46 24 12 to to PART jbi-46 24 13 be be AUX jbi-46 24 14 easily easily ADV jbi-46 24 15 portable portable ADJ jbi-46 24 16 to to ADP jbi-46 24 17 a a DET jbi-46 24 18 different different ADJ jbi-46 24 19 description description NOUN jbi-46 24 20 collection collection NOUN jbi-46 24 21 . . PUNCT jbi-46 25 1 keeping keep VERB jbi-46 25 2 this this PRON jbi-46 25 3 in in ADP jbi-46 25 4 mind mind NOUN jbi-46 25 5 , , PUNCT jbi-46 25 6 we we PRON jbi-46 25 7 designed design VERB jbi-46 25 8 and and CCONJ jbi-46 25 9 implemented implement VERB jbi-46 25 10 a a DET jbi-46 25 11 portable portable ADJ jbi-46 25 12 java java NOUN jbi-46 25 13 application application NOUN jbi-46 25 14 called call VERB jbi-46 25 15 martt martt NOUN jbi-46 25 16 ( ( PUNCT jbi-46 25 17 markuper markuper NOUN jbi-46 25 18 for for ADP jbi-46 25 19 taxonomic taxonomic ADJ jbi-46 25 20 treatments treatment NOUN jbi-46 25 21 ) ) PUNCT jbi-46 25 22 , , PUNCT jbi-46 25 23 which which PRON jbi-46 25 24 has have AUX jbi-46 25 25 marked mark VERB jbi-46 25 26 - - PUNCT jbi-46 25 27 up up ADP jbi-46 25 28 > > SYM jbi-46 25 29 15,000 15,000 NUM jbi-46 25 30 descriptions description NOUN jbi-46 25 31 from from ADP jbi-46 25 32 three three NUM jbi-46 25 33 floras flora NOUN jbi-46 25 34 ( ( PUNCT jbi-46 25 35 i.e. i.e. X jbi-46 25 36 flora flora NOUN jbi-46 25 37 of of ADP jbi-46 25 38 north north PROPN jbi-46 25 39 america america PROPN jbi-46 25 40 ( ( PUNCT jbi-46 25 41 fna fna PROPN jbi-46 25 42 , , PUNCT jbi-46 25 43 1993 1993 NUM jbi-46 25 44 onwards onwards ADP jbi-46 25 45 ) ) PUNCT jbi-46 25 46 , , PUNCT jbi-46 25 47 flora flora NOUN jbi-46 25 48 of of ADP jbi-46 25 49 china china PROPN jbi-46 25 50 ( ( PUNCT jbi-46 25 51 foc foc PROPN jbi-46 25 52 , , PUNCT jbi-46 25 53 1994 1994 NUM jbi-46 25 54 onwards onwards ADP jbi-46 25 55 ) ) PUNCT jbi-46 25 56 , , PUNCT jbi-46 25 57 and and CCONJ jbi-46 25 58 flora flora NOUN jbi-46 25 59 of of ADP jbi-46 25 60 north north ADJ jbi-46 25 61 central central PROPN jbi-46 25 62 texas texas PROPN jbi-46 25 63 ( ( PUNCT jbi-46 25 64 diggs diggs PROPN jbi-46 25 65 , , PUNCT jbi-46 25 66 lipscomb lipscomb PROPN jbi-46 25 67 , , PUNCT jbi-46 25 68 & & CCONJ jbi-46 25 69 o’kennon o’kennon PROPN jbi-46 25 70 , , PUNCT jbi-46 25 71 1999 1999 NUM jbi-46 25 72 ) ) PUNCT jbi-46 25 73 ) ) PUNCT jbi-46 25 74 into into ADP jbi-46 25 75 a a DET jbi-46 25 76 cui cui NOUN jbi-46 25 77 – – PUNCT jbi-46 25 78 converting convert VERB jbi-46 25 79 taxonomic taxonomic ADJ jbi-46 25 80 descriptions description NOUN jbi-46 25 81 to to ADP jbi-46 25 82 new new ADJ jbi-46 25 83 digital digital ADJ jbi-46 25 84 formats format NOUN jbi-46 25 85 21 21 NUM jbi-46 25 86 predefined predefine VERB jbi-46 25 87 xml xml NOUN jbi-46 25 88 format format NOUN jbi-46 25 89 quite quite ADV jbi-46 25 90 successfully successfully ADV jbi-46 25 91 without without ADP jbi-46 25 92 reconfiguring reconfigure VERB jbi-46 25 93 the the DET jbi-46 25 94 system system NOUN jbi-46 25 95 . . PUNCT jbi-46 26 1 this this DET jbi-46 26 2 paper paper NOUN jbi-46 26 3 reports report VERB jbi-46 26 4 our our PRON jbi-46 26 5 experience experience NOUN jbi-46 26 6 with with ADP jbi-46 26 7 the the DET jbi-46 26 8 development development NOUN jbi-46 26 9 and and CCONJ jbi-46 26 10 evaluation evaluation NOUN jbi-46 26 11 of of ADP jbi-46 26 12 martt martt NOUN jbi-46 26 13 and and CCONJ jbi-46 26 14 discusses discuss VERB jbi-46 26 15 a a DET jbi-46 26 16 number number NOUN jbi-46 26 17 of of ADP jbi-46 26 18 challenging challenging ADJ jbi-46 26 19 issues issue NOUN jbi-46 26 20 identified identify VERB jbi-46 26 21 alone alone ADV jbi-46 26 22 the the DET jbi-46 26 23 way way NOUN jbi-46 26 24 . . PUNCT jbi-46 27 1 the the DET jbi-46 27 2 paper paper NOUN jbi-46 27 3 is be AUX jbi-46 27 4 organized organize VERB jbi-46 27 5 as as ADP jbi-46 27 6 the the DET jbi-46 27 7 following following NOUN jbi-46 27 8 : : PUNCT jbi-46 27 9 starting start VERB jbi-46 27 10 with with ADP jbi-46 27 11 the the DET jbi-46 27 12 design design NOUN jbi-46 27 13 rationale rationale NOUN jbi-46 27 14 of of ADP jbi-46 27 15 martt martt NOUN jbi-46 27 16 , , PUNCT jbi-46 27 17 we we PRON jbi-46 27 18 go go VERB jbi-46 27 19 on on ADP jbi-46 27 20 to to PART jbi-46 27 21 report report VERB jbi-46 27 22 a a DET jbi-46 27 23 series series NOUN jbi-46 27 24 of of ADP jbi-46 27 25 experiments experiment NOUN jbi-46 27 26 involving involve VERB jbi-46 27 27 the the DET jbi-46 27 28 aforementioned aforementioned ADJ jbi-46 27 29 floras flora NOUN jbi-46 27 30 ( ( PUNCT jbi-46 27 31 readers reader NOUN jbi-46 27 32 not not PART jbi-46 27 33 caring care VERB jbi-46 27 34 about about ADP jbi-46 27 35 technical technical ADJ jbi-46 27 36 details detail NOUN jbi-46 27 37 can can AUX jbi-46 27 38 safely safely ADV jbi-46 27 39 skip skip VERB jbi-46 27 40 this this DET jbi-46 27 41 section section NOUN jbi-46 27 42 without without ADP jbi-46 27 43 loss loss NOUN jbi-46 27 44 of of ADP jbi-46 27 45 continuity continuity NOUN jbi-46 27 46 ) ) PUNCT jbi-46 27 47 and and CCONJ jbi-46 27 48 summarize summarize VERB jbi-46 27 49 the the DET jbi-46 27 50 experimental experimental ADJ jbi-46 27 51 results result NOUN jbi-46 27 52 . . PUNCT jbi-46 28 1 the the DET jbi-46 28 2 identified identify VERB jbi-46 28 3 challenging challenging ADJ jbi-46 28 4 issues issue NOUN jbi-46 28 5 are be AUX jbi-46 28 6 then then ADV jbi-46 28 7 discussed discuss VERB jbi-46 28 8 in in ADP jbi-46 28 9 detail detail NOUN jbi-46 28 10 and and CCONJ jbi-46 28 11 the the DET jbi-46 28 12 utilities utility NOUN jbi-46 28 13 implemented implement VERB jbi-46 28 14 as as SCONJ jbi-46 28 15 solutions solution NOUN jbi-46 28 16 are be AUX jbi-46 28 17 examined examine VERB jbi-46 28 18 . . PUNCT jbi-46 29 1 after after ADP jbi-46 29 2 a a DET jbi-46 29 3 review review NOUN jbi-46 29 4 of of ADP jbi-46 29 5 relevant relevant ADJ jbi-46 29 6 research research NOUN jbi-46 29 7 , , PUNCT jbi-46 29 8 we we PRON jbi-46 29 9 conclude conclude VERB jbi-46 29 10 the the DET jbi-46 29 11 paper paper NOUN jbi-46 29 12 with with ADP jbi-46 29 13 a a DET jbi-46 29 14 plan plan NOUN jbi-46 29 15 for for ADP jbi-46 29 16 future future ADJ jbi-46 29 17 research research NOUN jbi-46 29 18 . . PUNCT jbi-46 30 1 system system NOUN jbi-46 30 2 design design NOUN jbi-46 30 3 rationale rationale NOUN jbi-46 30 4 the the DET jbi-46 30 5 design design NOUN jbi-46 30 6 goal goal NOUN jbi-46 30 7 of of ADP jbi-46 30 8 martt martt NOUN jbi-46 30 9 was be AUX jbi-46 30 10 a a DET jbi-46 30 11 highly highly ADV jbi-46 30 12 portable portable ADJ jbi-46 30 13 system system NOUN jbi-46 30 14 that that PRON jbi-46 30 15 would would AUX jbi-46 30 16 work work VERB jbi-46 30 17 with with ADP jbi-46 30 18 all all ADV jbi-46 30 19 professionally professionally ADV jbi-46 30 20 prepared prepare VERB jbi-46 30 21 taxonomic taxonomic ADJ jbi-46 30 22 descriptions description NOUN jbi-46 30 23 in in ADP jbi-46 30 24 english english PROPN jbi-46 30 25 without without ADP jbi-46 30 26 having have VERB jbi-46 30 27 to to PART jbi-46 30 28 re re VERB jbi-46 30 29 - - VERB jbi-46 30 30 adjust adjust VERB jbi-46 30 31 the the DET jbi-46 30 32 system system NOUN jbi-46 30 33 on on ADP jbi-46 30 34 a a DET jbi-46 30 35 collection collection NOUN jbi-46 30 36 by by ADP jbi-46 30 37 collection collection NOUN jbi-46 30 38 basis basis NOUN jbi-46 30 39 . . PUNCT jbi-46 31 1 we we PRON jbi-46 31 2 also also ADV jbi-46 31 3 designed design VERB jbi-46 31 4 the the DET jbi-46 31 5 system system NOUN jbi-46 31 6 to to PART jbi-46 31 7 learn learn VERB jbi-46 31 8 from from ADP jbi-46 31 9 its its PRON jbi-46 31 10 experience experience NOUN jbi-46 31 11 with with ADP jbi-46 31 12 wellprepared wellprepare VERB jbi-46 31 13 descriptions description NOUN jbi-46 31 14 , , PUNCT jbi-46 31 15 with with ADP jbi-46 31 16 the the DET jbi-46 31 17 hope hope NOUN jbi-46 31 18 that that SCONJ jbi-46 31 19 it it PRON jbi-46 31 20 would would AUX jbi-46 31 21 become become VERB jbi-46 31 22 capable capable ADJ jbi-46 31 23 of of ADP jbi-46 31 24 tagging tag VERB jbi-46 31 25 less less ADJ jbi-46 31 26 - - PUNCT jbi-46 31 27 well well ADV jbi-46 31 28 - - PUNCT jbi-46 31 29 prepared prepare VERB jbi-46 31 30 ones one NOUN jbi-46 31 31 ( ( PUNCT jbi-46 31 32 e.g. e.g. ADV jbi-46 31 33 those those PRON jbi-46 31 34 created create VERB jbi-46 31 35 by by ADP jbi-46 31 36 amateur amateur ADJ jbi-46 31 37 taxonomists taxonomist NOUN jbi-46 31 38 ) ) PUNCT jbi-46 31 39 in in ADP jbi-46 31 40 the the DET jbi-46 31 41 future future NOUN jbi-46 31 42 . . PUNCT jbi-46 32 1 more more ADV jbi-46 32 2 specifically specifically ADV jbi-46 32 3 , , PUNCT jbi-46 32 4 the the DET jbi-46 32 5 system system NOUN jbi-46 32 6 should should AUX jbi-46 32 7 be be AUX jbi-46 32 8 able able ADJ jbi-46 32 9 to to PART jbi-46 32 10 mark mark VERB jbi-46 32 11 up up ADP jbi-46 32 12 a a DET jbi-46 32 13 plain plain ADJ jbi-46 32 14 - - PUNCT jbi-46 32 15 text text NOUN jbi-46 32 16 description description NOUN jbi-46 32 17 into into ADP jbi-46 32 18 an an DET jbi-46 32 19 xml xml NOUN jbi-46 32 20 document document NOUN jbi-46 32 21 like like ADP jbi-46 32 22 the the DET jbi-46 32 23 one one NOUN jbi-46 32 24 shown show VERB jbi-46 32 25 in in ADP jbi-46 32 26 figure figure NOUN jbi-46 32 27 1 1 NUM jbi-46 32 28 . . PUNCT jbi-46 33 1 note note VERB jbi-46 33 2 the the DET jbi-46 33 3 design design NOUN jbi-46 33 4 goal goal NOUN jbi-46 33 5 emphasizes emphasize VERB jbi-46 33 6 more more ADJ jbi-46 33 7 the the DET jbi-46 33 8 system system NOUN jbi-46 33 9 ’s ’s PART jbi-46 33 10 ability ability NOUN jbi-46 33 11 of of ADP jbi-46 33 12 making make VERB jbi-46 33 13 the the DET jbi-46 33 14 semantics semantic NOUN jbi-46 33 15 of of ADP jbi-46 33 16 descriptions description NOUN jbi-46 33 17 explicit explicit ADJ jbi-46 33 18 by by ADP jbi-46 33 19 inserting insert VERB jbi-46 33 20 appropriate appropriate ADJ jbi-46 33 21 tags tag NOUN jbi-46 33 22 than than ADP jbi-46 33 23 the the DET jbi-46 33 24 resultant resultant NOUN jbi-46 33 25 documents document NOUN jbi-46 33 26 ’ ' PUNCT jbi-46 33 27 compliance compliance NOUN jbi-46 33 28 to to ADP jbi-46 33 29 an an DET jbi-46 33 30 encoding encoding NOUN jbi-46 33 31 standard standard NOUN jbi-46 33 32 . . PUNCT jbi-46 34 1 this this PRON jbi-46 34 2 is be AUX jbi-46 34 3 because because SCONJ jbi-46 34 4 once once SCONJ jbi-46 34 5 a a DET jbi-46 34 6 description description NOUN jbi-46 34 7 is be AUX jbi-46 34 8 in in ADP jbi-46 34 9 xml xml NOUN jbi-46 34 10 format format NOUN jbi-46 34 11 , , PUNCT jbi-46 34 12 it it PRON jbi-46 34 13 is be AUX jbi-46 34 14 easy easy ADJ jbi-46 34 15 to to PART jbi-46 34 16 convert convert VERB jbi-46 34 17 it it PRON jbi-46 34 18 to to ADP jbi-46 34 19 a a DET jbi-46 34 20 standard standard ADJ jbi-46 34 21 format format NOUN jbi-46 34 22 such such ADJ jbi-46 34 23 as as ADP jbi-46 34 24 rdf rdf NOUN jbi-46 34 25 or or CCONJ jbi-46 34 26 sdd sdd NOUN jbi-46 34 27 ( ( PUNCT jbi-46 34 28 structure structure NOUN jbi-46 34 29 of of ADP jbi-46 34 30 descriptive descriptive ADJ jbi-46 34 31 data datum NOUN jbi-46 34 32 , , PUNCT jbi-46 34 33 an an DET jbi-46 34 34 xml xml NOUN jbi-46 34 35 standard standard NOUN jbi-46 34 36 issued issue VERB jbi-46 34 37 by by ADP jbi-46 34 38 the the DET jbi-46 34 39 biodiversity biodiversity NOUN jbi-46 34 40 information information NOUN jbi-46 34 41 standards standard NOUN jbi-46 34 42 1 1 NUM jbi-46 34 43 ) ) PUNCT jbi-46 34 44 . . PUNCT jbi-46 35 1 the the DET jbi-46 35 2 high high ADJ jbi-46 35 3 portability portability NOUN jbi-46 35 4 may may AUX jbi-46 35 5 be be AUX jbi-46 35 6 achieved achieve VERB jbi-46 35 7 by by ADP jbi-46 35 8 employing employ VERB jbi-46 35 9 an an DET jbi-46 35 10 approach approach NOUN jbi-46 35 11 called call VERB jbi-46 35 12 “ " PUNCT jbi-46 35 13 supervised supervised ADJ jbi-46 35 14 machine machine NOUN jbi-46 35 15 learning learning NOUN jbi-46 35 16 ” " PUNCT jbi-46 35 17 . . PUNCT jbi-46 36 1 in in ADP jbi-46 36 2 this this DET jbi-46 36 3 approach approach NOUN jbi-46 36 4 , , PUNCT jbi-46 36 5 markup markup VERB jbi-46 36 6 rules rule NOUN jbi-46 36 7 used use VERB jbi-46 36 8 to to PART jbi-46 36 9 tag tag VERB jbi-46 36 10 description description NOUN jbi-46 36 11 sentences sentence NOUN jbi-46 36 12 are be AUX jbi-46 36 13 not not PART jbi-46 36 14 hardcoded hardcode VERB jbi-46 36 15 but but CCONJ jbi-46 36 16 learned learn VERB jbi-46 36 17 from from ADP jbi-46 36 18 examples example NOUN jbi-46 36 19 of of ADP jbi-46 36 20 descriptions description NOUN jbi-46 36 21 themselves themselves PRON jbi-46 36 22 . . PUNCT jbi-46 37 1 these these DET jbi-46 37 2 examples example NOUN jbi-46 37 3 are be AUX jbi-46 37 4 called call VERB jbi-46 37 5 training training NOUN jbi-46 37 6 examples example NOUN jbi-46 37 7 , , PUNCT jbi-46 37 8 which which PRON jbi-46 37 9 are be AUX jbi-46 37 10 selected select VERB jbi-46 37 11 descriptions description NOUN jbi-46 37 12 tagged tag VERB jbi-46 37 13 in in ADP jbi-46 37 14 a a DET jbi-46 37 15 desired desire VERB jbi-46 37 16 xml xml NOUN jbi-46 37 17 format format NOUN jbi-46 37 18 by by ADP jbi-46 37 19 human human ADJ jbi-46 37 20 experts expert NOUN jbi-46 37 21 according accord VERB jbi-46 37 22 to to ADP jbi-46 37 23 an an DET jbi-46 37 24 xml xml NOUN jbi-46 37 25 schema schema NOUN jbi-46 37 26 / / SYM jbi-46 37 27 dtd dtd NOUN jbi-46 37 28 . . PUNCT jbi-46 38 1 a a DET jbi-46 38 2 supervised supervised ADJ jbi-46 38 3 machine machine NOUN jbi-46 38 4 learning learn VERB jbi-46 38 5 algorithm algorithm NOUN jbi-46 38 6 examines examine NOUN jbi-46 38 7 / / SYM jbi-46 38 8 learns learn VERB jbi-46 38 9 from from ADP jbi-46 38 10 1 1 NUM jbi-46 38 11 http://www.tdwg.org/standards/. http://www.tdwg.org/standards/. NOUN jbi-46 38 12 training training NOUN jbi-46 38 13 examples example NOUN jbi-46 38 14 to to PART jbi-46 38 15 come come VERB jbi-46 38 16 up up ADP jbi-46 38 17 with with ADP jbi-46 38 18 rules rule NOUN jbi-46 38 19 that that PRON jbi-46 38 20 may may AUX jbi-46 38 21 be be AUX jbi-46 38 22 used use VERB jbi-46 38 23 to to PART jbi-46 38 24 tag tag VERB jbi-46 38 25 unseen unseen ADJ jbi-46 38 26 descriptions description NOUN jbi-46 38 27 . . PUNCT jbi-46 39 1 learning learn VERB jbi-46 39 2 from from ADP jbi-46 39 3 examples example NOUN jbi-46 39 4 affords afford VERB jbi-46 39 5 a a DET jbi-46 39 6 flexible flexible ADJ jbi-46 39 7 system system NOUN jbi-46 39 8 that that PRON jbi-46 39 9 automatically automatically ADV jbi-46 39 10 adjusts adjust VERB jbi-46 39 11 its its PRON jbi-46 39 12 behavior behavior NOUN jbi-46 39 13 according accord VERB jbi-46 39 14 to to ADP jbi-46 39 15 the the DET jbi-46 39 16 task task NOUN jbi-46 39 17 on on ADP jbi-46 39 18 hand hand NOUN jbi-46 39 19 . . PUNCT jbi-46 40 1 for for ADP jbi-46 40 2 example example NOUN jbi-46 40 3 , , PUNCT jbi-46 40 4 if if SCONJ jbi-46 40 5 a a DET jbi-46 40 6 flora flora NOUN jbi-46 40 7 focuses focus VERB jbi-46 40 8 entirely entirely ADV jbi-46 40 9 on on ADP jbi-46 40 10 flowering flower VERB jbi-46 40 11 plants plant NOUN jbi-46 40 12 , , PUNCT jbi-46 40 13 then then ADV jbi-46 40 14 the the DET jbi-46 40 15 system system NOUN jbi-46 40 16 will will AUX jbi-46 40 17 not not PART jbi-46 40 18 concern concern VERB jbi-46 40 19 itself itself PRON jbi-46 40 20 with with ADP jbi-46 40 21 tagging tag VERB jbi-46 40 22 seed seed NOUN jbi-46 40 23 cones cone NOUN jbi-46 40 24 or or CCONJ jbi-46 40 25 pollen pollen NOUN jbi-46 40 26 cones cone NOUN jbi-46 40 27 ; ; PUNCT jbi-46 40 28 on on ADP jbi-46 40 29 the the DET jbi-46 40 30 other other ADJ jbi-46 40 31 hand hand NOUN jbi-46 40 32 , , PUNCT jbi-46 40 33 if if SCONJ jbi-46 40 34 only only ADJ jbi-46 40 35 main main ADJ jbi-46 40 36 organ organ NOUN jbi-46 40 37 level level NOUN jbi-46 40 38 annotations annotation NOUN jbi-46 40 39 ( ( PUNCT jbi-46 40 40 i.e. i.e. X jbi-46 40 41 flower flower NOUN jbi-46 40 42 , , PUNCT jbi-46 40 43 leaf leaf NOUN jbi-46 40 44 , , PUNCT jbi-46 40 45 etc etc X jbi-46 40 46 . . X jbi-46 40 47 ) ) PUNCT jbi-46 40 48 are be AUX jbi-46 40 49 desired desire VERB jbi-46 40 50 and and CCONJ jbi-46 40 51 included include VERB jbi-46 40 52 in in ADP jbi-46 40 53 the the DET jbi-46 40 54 training training NOUN jbi-46 40 55 examples example NOUN jbi-46 40 56 , , PUNCT jbi-46 40 57 then then ADV jbi-46 40 58 the the DET jbi-46 40 59 algorithm algorithm NOUN jbi-46 40 60 will will AUX jbi-46 40 61 gracefully gracefully ADV jbi-46 40 62 produce produce VERB jbi-46 40 63 markup markup NOUN jbi-46 40 64 at at ADP jbi-46 40 65 that that DET jbi-46 40 66 level level NOUN jbi-46 40 67 and and CCONJ jbi-46 40 68 not not PART jbi-46 40 69 try try VERB jbi-46 40 70 to to PART jbi-46 40 71 insert insert VERB jbi-46 40 72 bract bract NOUN jbi-46 40 73 or or CCONJ jbi-46 40 74 stamen staman NOUN jbi-46 40 75 tags tag NOUN jbi-46 40 76 . . PUNCT jbi-46 41 1 since since SCONJ jbi-46 41 2 the the DET jbi-46 41 3 machine machine NOUN jbi-46 41 4 learning learn VERB jbi-46 41 5 approach approach NOUN jbi-46 41 6 automatically automatically ADV jbi-46 41 7 learns learn VERB jbi-46 41 8 markup markup ADJ jbi-46 41 9 rules rule NOUN jbi-46 41 10 from from ADP jbi-46 41 11 training train VERB jbi-46 41 12 examples example NOUN jbi-46 41 13 , , PUNCT jbi-46 41 14 it it PRON jbi-46 41 15 does do AUX jbi-46 41 16 not not PART jbi-46 41 17 require require VERB jbi-46 41 18 users user NOUN jbi-46 41 19 to to PART jbi-46 41 20 supply supply VERB jbi-46 41 21 any any DET jbi-46 41 22 rules rule NOUN jbi-46 41 23 . . PUNCT jbi-46 42 1 to to ADP jbi-46 42 2 taxonomists taxonomist NOUN jbi-46 42 3 , , PUNCT jbi-46 42 4 preparing prepare VERB jbi-46 42 5 training training NOUN jbi-46 42 6 examples example NOUN jbi-46 42 7 is be AUX jbi-46 42 8 much much ADV jbi-46 42 9 easier easy ADJ jbi-46 42 10 than than ADP jbi-46 42 11 providing provide VERB jbi-46 42 12 markup markup ADJ jbi-46 42 13 rules rule NOUN jbi-46 42 14 . . PUNCT jbi-46 43 1 on on ADP jbi-46 43 2 the the DET jbi-46 43 3 other other ADJ jbi-46 43 4 hand hand NOUN jbi-46 43 5 , , PUNCT jbi-46 43 6 we we PRON jbi-46 43 7 do do AUX jbi-46 43 8 realize realize VERB jbi-46 43 9 that that SCONJ jbi-46 43 10 preparing prepare VERB jbi-46 43 11 training training NOUN jbi-46 43 12 examples example NOUN jbi-46 43 13 is be AUX jbi-46 43 14 time time NOUN jbi-46 43 15 - - PUNCT jbi-46 43 16 consuming consume VERB jbi-46 43 17 . . PUNCT jbi-46 44 1 this this PRON jbi-46 44 2 is be AUX jbi-46 44 3 one one NUM jbi-46 44 4 of of ADP jbi-46 44 5 the the DET jbi-46 44 6 issues issue NOUN jbi-46 44 7 we we PRON jbi-46 44 8 shall shall AUX jbi-46 44 9 address address VERB jbi-46 44 10 in in ADP jbi-46 44 11 later later ADJ jbi-46 44 12 sections section NOUN jbi-46 44 13 . . PUNCT jbi-46 45 1 for for ADP jbi-46 45 2 markup markup ADJ jbi-46 45 3 rules rule NOUN jbi-46 45 4 to to PART jbi-46 45 5 be be AUX jbi-46 45 6 reusable reusable ADJ jbi-46 45 7 across across ADP jbi-46 45 8 collections collection NOUN jbi-46 45 9 , , PUNCT jbi-46 45 10 they they PRON jbi-46 45 11 should should AUX jbi-46 45 12 not not PART jbi-46 45 13 be be AUX jbi-46 45 14 based base VERB jbi-46 45 15 on on ADP jbi-46 45 16 text text NOUN jbi-46 45 17 format format NOUN jbi-46 45 18 cues cue NOUN jbi-46 45 19 . . PUNCT jbi-46 46 1 for for ADP jbi-46 46 2 example example NOUN jbi-46 46 3 , , PUNCT jbi-46 46 4 a a DET jbi-46 46 5 rule rule NOUN jbi-46 46 6 “ " PUNCT jbi-46 46 7 the the DET jbi-46 46 8 first first ADJ jbi-46 46 9 bold bold ADJ jbi-46 46 10 words word NOUN jbi-46 46 11 represent represent VERB jbi-46 46 12 an an DET jbi-46 46 13 organ organ NOUN jbi-46 46 14 name name NOUN jbi-46 46 15 ” " PUNCT jbi-46 46 16 is be AUX jbi-46 46 17 unlikely unlikely ADJ jbi-46 46 18 reusable reusable ADJ jbi-46 46 19 , , PUNCT jbi-46 46 20 as as SCONJ jbi-46 46 21 not not PART jbi-46 46 22 all all DET jbi-46 46 23 collections collection NOUN jbi-46 46 24 use use VERB jbi-46 46 25 bold bold ADJ jbi-46 46 26 face face NOUN jbi-46 46 27 for for ADP jbi-46 46 28 organ organ NOUN jbi-46 46 29 names name NOUN jbi-46 46 30 . . PUNCT jbi-46 47 1 instead instead ADV jbi-46 47 2 , , PUNCT jbi-46 47 3 the the DET jbi-46 47 4 rules rule NOUN jbi-46 47 5 should should AUX jbi-46 47 6 be be AUX jbi-46 47 7 semantically semantically ADV jbi-46 47 8 rich rich ADJ jbi-46 47 9 and and CCONJ jbi-46 47 10 convey convey VERB jbi-46 47 11 domain domain NOUN jbi-46 47 12 knowledge knowledge NOUN jbi-46 47 13 and/or and/or CCONJ jbi-46 47 14 convention convention NOUN jbi-46 47 15 , , PUNCT jbi-46 47 16 for for ADP jbi-46 47 17 example example NOUN jbi-46 47 18 , , PUNCT jbi-46 47 19 “ " PUNCT jbi-46 47 20 a a DET jbi-46 47 21 berry berry NOUN jbi-46 47 22 is be AUX jbi-46 47 23 a a DET jbi-46 47 24 type type NOUN jbi-46 47 25 of of ADP jbi-46 47 26 fruit fruit NOUN jbi-46 47 27 ” " PUNCT jbi-46 47 28 . . PUNCT jbi-46 48 1 this this DET jbi-46 48 2 type type NOUN jbi-46 48 3 of of ADP jbi-46 48 4 semantic semantic ADJ jbi-46 48 5 association association NOUN jbi-46 48 6 rules rule NOUN jbi-46 48 7 is be AUX jbi-46 48 8 likely likely ADV jbi-46 48 9 reusable reusable ADJ jbi-46 48 10 across across ADP jbi-46 48 11 collections collection NOUN jbi-46 48 12 . . PUNCT jbi-46 49 1 based base VERB jbi-46 49 2 on on ADP jbi-46 49 3 all all DET jbi-46 49 4 these these DET jbi-46 49 5 considerations consideration NOUN jbi-46 49 6 , , PUNCT jbi-46 49 7 martt martt NOUN jbi-46 49 8 was be AUX jbi-46 49 9 implemented implement VERB jbi-46 49 10 with with ADP jbi-46 49 11 three three NUM jbi-46 49 12 main main ADJ jbi-46 49 13 components component NOUN jbi-46 49 14 . . PUNCT jbi-46 50 1 the the DET jbi-46 50 2 first first ADJ jbi-46 50 3 component component NOUN jbi-46 50 4 is be AUX jbi-46 50 5 a a DET jbi-46 50 6 machine machine NOUN jbi-46 50 7 learning learn VERB jbi-46 50 8 component component NOUN jbi-46 50 9 , , PUNCT jbi-46 50 10 which which PRON jbi-46 50 11 learns learn VERB jbi-46 50 12 markup markup ADJ jbi-46 50 13 rules rule NOUN jbi-46 50 14 from from ADP jbi-46 50 15 training train VERB jbi-46 50 16 examples example NOUN jbi-46 50 17 and and CCONJ jbi-46 50 18 applies apply VERB jbi-46 50 19 the the DET jbi-46 50 20 rules rule NOUN jbi-46 50 21 to to PART jbi-46 50 22 tag tag VERB jbi-46 50 23 new new ADJ jbi-46 50 24 descriptions description NOUN jbi-46 50 25 . . PUNCT jbi-46 51 1 the the DET jbi-46 51 2 second second ADJ jbi-46 51 3 component component NOUN jbi-46 51 4 is be AUX jbi-46 51 5 a a DET jbi-46 51 6 knowledge knowledge NOUN jbi-46 51 7 induction induction NOUN jbi-46 51 8 component component NOUN jbi-46 51 9 , , PUNCT jbi-46 51 10 which which PRON jbi-46 51 11 takes take VERB jbi-46 51 12 a a DET jbi-46 51 13 tagged tag VERB jbi-46 51 14 collection collection NOUN jbi-46 51 15 to to PART jbi-46 51 16 induce induce VERB jbi-46 51 17 semantic semantic ADJ jbi-46 51 18 association association NOUN jbi-46 51 19 rules rule NOUN jbi-46 51 20 from from ADP jbi-46 51 21 it it PRON jbi-46 51 22 . . PUNCT jbi-46 52 1 the the DET jbi-46 52 2 third third ADJ jbi-46 52 3 component component NOUN jbi-46 52 4 is be AUX jbi-46 52 5 a a DET jbi-46 52 6 storage storage NOUN jbi-46 52 7 component component NOUN jbi-46 52 8 for for ADP jbi-46 52 9 the the DET jbi-46 52 10 association association NOUN jbi-46 52 11 rules rule NOUN jbi-46 52 12 learned learn VERB jbi-46 52 13 over over ADP jbi-46 52 14 time time NOUN jbi-46 52 15 and and CCONJ jbi-46 52 16 is be AUX jbi-46 52 17 named name VERB jbi-46 52 18 “ " PUNCT jbi-46 52 19 the the DET jbi-46 52 20 markup markup ADJ jbi-46 52 21 rule rule NOUN jbi-46 52 22 bank bank NOUN jbi-46 52 23 ” " PUNCT jbi-46 52 24 . . PUNCT jbi-46 53 1 when when SCONJ jbi-46 53 2 enabled enable VERB jbi-46 53 3 , , PUNCT jbi-46 53 4 the the DET jbi-46 53 5 markup markup ADJ jbi-46 53 6 rule rule NOUN jbi-46 53 7 bank bank PROPN jbi-46 53 8 answers answer NOUN jbi-46 53 9 queries query NOUN jbi-46 53 10 initiated initiate VERB jbi-46 53 11 by by ADP jbi-46 53 12 the the DET jbi-46 53 13 learning learning NOUN jbi-46 53 14 component component NOUN jbi-46 53 15 . . PUNCT jbi-46 54 1 an an DET jbi-46 54 2 example example NOUN jbi-46 54 3 query query NOUN jbi-46 54 4 may may AUX jbi-46 54 5 be be AUX jbi-46 54 6 “ " PUNCT jbi-46 54 7 ( ( PUNCT jbi-46 54 8 according accord VERB jbi-46 54 9 to to ADP jbi-46 54 10 the the DET jbi-46 54 11 rule rule NOUN jbi-46 54 12 bank bank NOUN jbi-46 54 13 ’s ’s PART jbi-46 54 14 knowledge knowledge NOUN jbi-46 54 15 ) ) PUNCT jbi-46 54 16 , , PUNCT jbi-46 54 17 what what PRON jbi-46 54 18 could could AUX jbi-46 54 19 be be AUX jbi-46 54 20 a a DET jbi-46 54 21 good good ADJ jbi-46 54 22 tag tag NOUN jbi-46 54 23 for for ADP jbi-46 54 24 ‘ ' PUNCT jbi-46 54 25 berries berry NOUN jbi-46 54 26 fleshy fleshy ADJ jbi-46 54 27 to to ADP jbi-46 54 28 somewhat somewhat ADV jbi-46 54 29 leathery leathery ADJ jbi-46 54 30 ’ ' PUNCT jbi-46 54 31 ” " PUNCT jbi-46 54 32 , , PUNCT jbi-46 54 33 and and CCONJ jbi-46 54 34 the the DET jbi-46 54 35 rule rule NOUN jbi-46 54 36 bank bank NOUN jbi-46 54 37 would would AUX jbi-46 54 38 likely likely ADV jbi-46 54 39 respond respond VERB jbi-46 54 40 “ " PUNCT jbi-46 54 41 fruit fruit NOUN jbi-46 54 42 ” " PUNCT jbi-46 54 43 . . PUNCT jbi-46 55 1 the the DET jbi-46 55 2 learning learning PROPN jbi-46 55 3 component component NOUN jbi-46 55 4 grows grow VERB jbi-46 55 5 a a DET jbi-46 55 6 learning learn VERB jbi-46 55 7 hierarchy hierarchy NOUN jbi-46 55 8 on on ADP jbi-46 55 9 the the DET jbi-46 55 10 fly fly NOUN jbi-46 55 11 from from ADP jbi-46 55 12 the the DET jbi-46 55 13 given give VERB jbi-46 55 14 training training NOUN jbi-46 55 15 examples example NOUN jbi-46 55 16 so so SCONJ jbi-46 55 17 the the DET jbi-46 55 18 hierarchy hierarchy NOUN jbi-46 55 19 is be AUX jbi-46 55 20 always always ADV jbi-46 55 21 the the DET jbi-46 55 22 best good ADJ jbi-46 55 23 fit fit NOUN jbi-46 55 24 for for ADP jbi-46 55 25 the the DET jbi-46 55 26 markup markup ADJ jbi-46 55 27 task task NOUN jbi-46 55 28 on on ADP jbi-46 55 29 hand hand NOUN jbi-46 55 30 . . PUNCT jbi-46 56 1 to to PART jbi-46 56 2 illustrate illustrate VERB jbi-46 56 3 this this DET jbi-46 56 4 process process NOUN jbi-46 56 5 , , PUNCT jbi-46 56 6 cui cui NOUN jbi-46 56 7 – – PUNCT jbi-46 56 8 converting convert VERB jbi-46 56 9 taxonomic taxonomic ADJ jbi-46 56 10 descriptions description NOUN jbi-46 56 11 to to ADP jbi-46 56 12 new new ADJ jbi-46 56 13 digital digital ADJ jbi-46 56 14 formats format NOUN jbi-46 56 15 22 22 NUM jbi-46 56 16 let let VERB jbi-46 56 17 us we PRON jbi-46 56 18 use use VERB jbi-46 56 19 the the DET jbi-46 56 20 xml xml NOUN jbi-46 56 21 description description NOUN jbi-46 56 22 shown show VERB jbi-46 56 23 in in ADP jbi-46 56 24 figure figure NOUN jbi-46 56 25 1 1 NUM jbi-46 56 26 as as ADP jbi-46 56 27 an an DET jbi-46 56 28 example example NOUN jbi-46 56 29 . . PUNCT jbi-46 57 1 initially initially ADV jbi-46 57 2 , , PUNCT jbi-46 57 3 the the DET jbi-46 57 4 learning learning NOUN jbi-46 57 5 hierarchy hierarchy NOUN jbi-46 57 6 has have VERB jbi-46 57 7 one one NUM jbi-46 57 8 root root NOUN jbi-46 57 9 node node NOUN jbi-46 57 10 “ " PUNCT jbi-46 57 11 description description NOUN jbi-46 57 12 ” " PUNCT jbi-46 57 13 . . PUNCT jbi-46 58 1 when when SCONJ jbi-46 58 2 the the DET jbi-46 58 3 xml xml NOUN jbi-46 58 4 description description NOUN jbi-46 58 5 is be AUX jbi-46 58 6 read read VERB jbi-46 58 7 into into ADP jbi-46 58 8 the the DET jbi-46 58 9 root root NOUN jbi-46 58 10 node node NOUN jbi-46 58 11 , , PUNCT jbi-46 58 12 the the DET jbi-46 58 13 root root NOUN jbi-46 58 14 node node NOUN jbi-46 58 15 sees see VERB jbi-46 58 16 six six NUM jbi-46 58 17 elements element NOUN jbi-46 58 18 ( ( PUNCT jbi-46 58 19 i.e. i.e. X jbi-46 58 20 “ " PUNCT jbi-46 58 21 taxon taxon ADJ jbi-46 58 22 ” " PUNCT jbi-46 58 23 , , PUNCT jbi-46 58 24 “ " PUNCT jbi-46 58 25 plant plant NOUN jbi-46 58 26 - - PUNCT jbi-46 58 27 habit habit NOUN jbi-46 58 28 - - PUNCT jbi-46 58 29 andlife andlife NOUN jbi-46 58 30 - - PUNCT jbi-46 58 31 style style NOUN jbi-46 58 32 ” " PUNCT jbi-46 58 33 , , PUNCT jbi-46 58 34 “ " PUNCT jbi-46 58 35 leaves leave NOUN jbi-46 58 36 ” " PUNCT jbi-46 58 37 , , PUNCT jbi-46 58 38 “ " PUNCT jbi-46 58 39 flowers flower NOUN jbi-46 58 40 ” " PUNCT jbi-46 58 41 , , PUNCT jbi-46 58 42 “ " PUNCT jbi-46 58 43 fruit fruit NOUN jbi-46 58 44 ” " PUNCT jbi-46 58 45 , , PUNCT jbi-46 58 46 and and CCONJ jbi-46 58 47 “ " PUNCT jbi-46 58 48 seeds seed NOUN jbi-46 58 49 ” " PUNCT jbi-46 58 50 ) ) PUNCT jbi-46 58 51 in in ADP jbi-46 58 52 the the DET jbi-46 58 53 description description NOUN jbi-46 58 54 element element NOUN jbi-46 58 55 . . PUNCT jbi-46 59 1 the the DET jbi-46 59 2 root root NOUN jbi-46 59 3 node node NOUN jbi-46 59 4 thus thus ADV jbi-46 59 5 creates create VERB jbi-46 59 6 six six NUM jbi-46 59 7 child child NOUN jbi-46 59 8 nodes node NOUN jbi-46 59 9 , , PUNCT jbi-46 59 10 one one NUM jbi-46 59 11 for for ADP jbi-46 59 12 each each DET jbi-46 59 13 element element NOUN jbi-46 59 14 , , PUNCT jbi-46 59 15 and and CCONJ jbi-46 59 16 dispatches dispatch VERB jbi-46 59 17 the the DET jbi-46 59 18 content content NOUN jbi-46 59 19 of of ADP jbi-46 59 20 each each DET jbi-46 59 21 element element NOUN jbi-46 59 22 to to ADP jbi-46 59 23 its its PRON jbi-46 59 24 corresponding corresponding ADJ jbi-46 59 25 child child NOUN jbi-46 59 26 node node NOUN jbi-46 59 27 . . PUNCT jbi-46 60 1 for for ADP jbi-46 60 2 example example NOUN jbi-46 60 3 the the DET jbi-46 60 4 newly newly ADV jbi-46 60 5 created create VERB jbi-46 60 6 child child NOUN jbi-46 60 7 node node NOUN jbi-46 60 8 “ " PUNCT jbi-46 60 9 taxon taxon PROPN jbi-46 60 10 ” " PUNCT jbi-46 60 11 gets get VERB jbi-46 60 12 the the DET jbi-46 60 13 family family NOUN jbi-46 60 14 and and CCONJ jbi-46 60 15 genus genus ADJ jbi-46 60 16 names name NOUN jbi-46 60 17 . . PUNCT jbi-46 61 1 each each DET jbi-46 61 2 child child NOUN jbi-46 61 3 node node NOUN jbi-46 61 4 then then ADV jbi-46 61 5 reads read VERB jbi-46 61 6 the the DET jbi-46 61 7 content content NOUN jbi-46 61 8 received receive VERB jbi-46 61 9 and and CCONJ jbi-46 61 10 if if SCONJ jbi-46 61 11 needed need VERB jbi-46 61 12 , , PUNCT jbi-46 61 13 creates create VERB jbi-46 61 14 its its PRON jbi-46 61 15 child child NOUN jbi-46 61 16 nodes node NOUN jbi-46 61 17 to to PART jbi-46 61 18 accommodate accommodate VERB jbi-46 61 19 any any DET jbi-46 61 20 new new ADJ jbi-46 61 21 elements element NOUN jbi-46 61 22 , , PUNCT jbi-46 61 23 for for ADP jbi-46 61 24 example example NOUN jbi-46 61 25 , , PUNCT jbi-46 61 26 the the DET jbi-46 61 27 node node ADJ jbi-46 61 28 “ " PUNCT jbi-46 61 29 taxon taxon PROPN jbi-46 61 30 ” " PUNCT jbi-46 61 31 creates create VERB jbi-46 61 32 its its PRON jbi-46 61 33 two two NUM jbi-46 61 34 child child NOUN jbi-46 61 35 nodes node NOUN jbi-46 61 36 ( ( PUNCT jbi-46 61 37 “ " PUNCT jbi-46 61 38 family family NOUN jbi-46 61 39 ” " PUNCT jbi-46 61 40 and and CCONJ jbi-46 61 41 “ " PUNCT jbi-46 61 42 genus genus NOUN jbi-46 61 43 ” " PUNCT jbi-46 61 44 ) ) PUNCT jbi-46 61 45 , , PUNCT jbi-46 61 46 one one NUM jbi-46 61 47 for for ADP jbi-46 61 48 the the DET jbi-46 61 49 family family NOUN jbi-46 61 50 element element NOUN jbi-46 61 51 and and CCONJ jbi-46 61 52 the the DET jbi-46 61 53 other other ADJ jbi-46 61 54 for for ADP jbi-46 61 55 the the DET jbi-46 61 56 genus genus NOUN jbi-46 61 57 element element NOUN jbi-46 61 58 . . PUNCT jbi-46 62 1 the the DET jbi-46 62 2 process process NOUN jbi-46 62 3 continues continue VERB jbi-46 62 4 until until SCONJ jbi-46 62 5 a a DET jbi-46 62 6 terminal terminal ADJ jbi-46 62 7 element element NOUN jbi-46 62 8 is be AUX jbi-46 62 9 reached reach VERB jbi-46 62 10 in in ADP jbi-46 62 11 each each DET jbi-46 62 12 branch branch NOUN jbi-46 62 13 . . PUNCT jbi-46 63 1 in in ADP jbi-46 63 2 the the DET jbi-46 63 3 process process NOUN jbi-46 63 4 each each DET jbi-46 63 5 node node NOUN jbi-46 63 6 saves save VERB jbi-46 63 7 the the DET jbi-46 63 8 content content NOUN jbi-46 63 9 of of ADP jbi-46 63 10 its its PRON jbi-46 63 11 corresponding corresponding ADJ jbi-46 63 12 element element NOUN jbi-46 63 13 as as ADP jbi-46 63 14 part part NOUN jbi-46 63 15 of of ADP jbi-46 63 16 its its PRON jbi-46 63 17 training training NOUN jbi-46 63 18 data datum NOUN jbi-46 63 19 to to PART jbi-46 63 20 be be AUX jbi-46 63 21 used use VERB jbi-46 63 22 later later ADV jbi-46 63 23 . . PUNCT jbi-46 64 1 by by ADP jbi-46 64 2 the the DET jbi-46 64 3 end end NOUN jbi-46 64 4 of of ADP jbi-46 64 5 reading read VERB jbi-46 64 6 the the DET jbi-46 64 7 xml xml NOUN jbi-46 64 8 description description NOUN jbi-46 64 9 into into ADP jbi-46 64 10 the the DET jbi-46 64 11 learning learning NOUN jbi-46 64 12 hierarchy hierarchy NOUN jbi-46 64 13 , , PUNCT jbi-46 64 14 a a DET jbi-46 64 15 simple simple ADJ jbi-46 64 16 learning learning NOUN jbi-46 64 17 hierarchy hierarchy NOUN jbi-46 64 18 is be AUX jbi-46 64 19 created create VERB jbi-46 64 20 and and CCONJ jbi-46 64 21 this this DET jbi-46 64 22 hierarchy hierarchy NOUN jbi-46 64 23 corresponds correspond VERB jbi-46 64 24 exactly exactly ADV jbi-46 64 25 to to ADP jbi-46 64 26 the the DET jbi-46 64 27 xml xml NOUN jbi-46 64 28 structure structure NOUN jbi-46 64 29 of of ADP jbi-46 64 30 the the DET jbi-46 64 31 description description NOUN jbi-46 64 32 . . PUNCT jbi-46 65 1 each each DET jbi-46 65 2 node node NOUN jbi-46 65 3 in in ADP jbi-46 65 4 the the DET jbi-46 65 5 hierarchy hierarchy NOUN jbi-46 65 6 has have VERB jbi-46 65 7 one one NUM jbi-46 65 8 piece piece NOUN jbi-46 65 9 of of ADP jbi-46 65 10 training training NOUN jbi-46 65 11 data datum NOUN jbi-46 65 12 : : PUNCT jbi-46 65 13 the the DET jbi-46 65 14 “ " PUNCT jbi-46 65 15 description description NOUN jbi-46 65 16 ” " PUNCT jbi-46 65 17 node node NOUN jbi-46 65 18 has have VERB jbi-46 65 19 the the DET jbi-46 65 20 entire entire ADJ jbi-46 65 21 description description NOUN jbi-46 65 22 , , PUNCT jbi-46 65 23 the the DET jbi-46 65 24 “ " PUNCT jbi-46 65 25 taxon taxon ADJ jbi-46 65 26 ” " PUNCT jbi-46 65 27 node node NOUN jbi-46 65 28 has have VERB jbi-46 65 29 the the DET jbi-46 65 30 family family NOUN jbi-46 65 31 and and CCONJ jbi-46 65 32 genus genus NOUN jbi-46 65 33 names name NOUN jbi-46 65 34 , , PUNCT jbi-46 65 35 and and CCONJ jbi-46 65 36 the the DET jbi-46 65 37 “ " PUNCT jbi-46 65 38 family family NOUN jbi-46 65 39 ” " PUNCT jbi-46 65 40 node node NOUN jbi-46 65 41 has have VERB jbi-46 65 42 the the DET jbi-46 65 43 family family NOUN jbi-46 65 44 name name NOUN jbi-46 65 45 , , PUNCT jbi-46 65 46 etc etc X jbi-46 65 47 . . X jbi-46 65 48 when when SCONJ jbi-46 65 49 another another DET jbi-46 65 50 training training NOUN jbi-46 65 51 example example NOUN jbi-46 65 52 is be AUX jbi-46 65 53 read read VERB jbi-46 65 54 in in ADP jbi-46 65 55 , , PUNCT jbi-46 65 56 the the DET jbi-46 65 57 learning learning NOUN jbi-46 65 58 hierarchy hierarchy NOUN jbi-46 65 59 expands expand VERB jbi-46 65 60 itself itself PRON jbi-46 65 61 to to PART jbi-46 65 62 accommodate accommodate VERB jbi-46 65 63 any any DET jbi-46 65 64 new new ADJ jbi-46 65 65 elements element NOUN jbi-46 65 66 not not PART jbi-46 65 67 previously previously ADV jbi-46 65 68 seen see VERB jbi-46 65 69 . . PUNCT jbi-46 66 1 suppose suppose VERB jbi-46 66 2 the the DET jbi-46 66 3 second second ADJ jbi-46 66 4 training training NOUN jbi-46 66 5 example example NOUN jbi-46 66 6 has have VERB jbi-46 66 7 a a DET jbi-46 66 8 stems stem NOUN jbi-46 66 9 element element NOUN jbi-46 66 10 in in ADP jbi-46 66 11 its its PRON jbi-46 66 12 description description NOUN jbi-46 66 13 element element NOUN jbi-46 66 14 . . PUNCT jbi-46 67 1 when when SCONJ jbi-46 67 2 the the DET jbi-46 67 3 “ " PUNCT jbi-46 67 4 description description NOUN jbi-46 67 5 ” " PUNCT jbi-46 67 6 node node NOUN jbi-46 67 7 checks check NOUN jbi-46 67 8 and and CCONJ jbi-46 67 9 sees see VERB jbi-46 67 10 that that SCONJ jbi-46 67 11 it it PRON jbi-46 67 12 does do AUX jbi-46 67 13 not not PART jbi-46 67 14 have have VERB jbi-46 67 15 a a DET jbi-46 67 16 child child NOUN jbi-46 67 17 node node NOUN jbi-46 67 18 for for ADP jbi-46 67 19 “ " PUNCT jbi-46 67 20 stems stem NOUN jbi-46 67 21 ” " PUNCT jbi-46 67 22 , , PUNCT jbi-46 67 23 it it PRON jbi-46 67 24 creates create VERB jbi-46 67 25 one one NUM jbi-46 67 26 to to PART jbi-46 67 27 save save VERB jbi-46 67 28 the the DET jbi-46 67 29 description description NOUN jbi-46 67 30 of of ADP jbi-46 67 31 the the DET jbi-46 67 32 stems stem NOUN jbi-46 67 33 there there ADV jbi-46 67 34 . . PUNCT jbi-46 68 1 if if SCONJ jbi-46 68 2 there there PRON jbi-46 68 3 are be VERB jbi-46 68 4 elements element NOUN jbi-46 68 5 nested nest VERB jbi-46 68 6 in in ADP jbi-46 68 7 the the DET jbi-46 68 8 stems stem NOUN jbi-46 68 9 element element NOUN jbi-46 68 10 , , PUNCT jbi-46 68 11 the the DET jbi-46 68 12 newly newly ADV jbi-46 68 13 created create VERB jbi-46 68 14 “ " PUNCT jbi-46 68 15 stems stem NOUN jbi-46 68 16 ” " PUNCT jbi-46 68 17 node node NOUN jbi-46 68 18 creates create VERB jbi-46 68 19 its its PRON jbi-46 68 20 child child NOUN jbi-46 68 21 nodes node NOUN jbi-46 68 22 to to PART jbi-46 68 23 accommodate accommodate VERB jbi-46 68 24 those those DET jbi-46 68 25 elements element NOUN jbi-46 68 26 . . PUNCT jbi-46 69 1 by by ADP jbi-46 69 2 the the DET jbi-46 69 3 time time NOUN jbi-46 69 4 all all DET jbi-46 69 5 training training NOUN jbi-46 69 6 examples example NOUN jbi-46 69 7 are be AUX jbi-46 69 8 read read VERB jbi-46 69 9 in in ADP jbi-46 69 10 the the DET jbi-46 69 11 learning learning NOUN jbi-46 69 12 hierarchy hierarchy NOUN jbi-46 69 13 , , PUNCT jbi-46 69 14 every every DET jbi-46 69 15 element element NOUN jbi-46 69 16 seen see VERB jbi-46 69 17 in in ADP jbi-46 69 18 the the DET jbi-46 69 19 training training NOUN jbi-46 69 20 examples example NOUN jbi-46 69 21 will will AUX jbi-46 69 22 have have VERB jbi-46 69 23 a a DET jbi-46 69 24 corresponding corresponding ADJ jbi-46 69 25 node node NOUN jbi-46 69 26 in in ADP jbi-46 69 27 the the DET jbi-46 69 28 hierarchy hierarchy NOUN jbi-46 69 29 and and CCONJ jbi-46 69 30 the the DET jbi-46 69 31 node node NOUN jbi-46 69 32 will will AUX jbi-46 69 33 have have VERB jbi-46 69 34 its its PRON jbi-46 69 35 set set NOUN jbi-46 69 36 of of ADP jbi-46 69 37 training training NOUN jbi-46 69 38 data datum NOUN jbi-46 69 39 . . PUNCT jbi-46 70 1 a a DET jbi-46 70 2 portion portion NOUN jbi-46 70 3 of of ADP jbi-46 70 4 the the DET jbi-46 70 5 learning learning NOUN jbi-46 70 6 hierarchy hierarchy NOUN jbi-46 70 7 is be AUX jbi-46 70 8 illustrated illustrate VERB jbi-46 70 9 in in ADP jbi-46 70 10 figure figure NOUN jbi-46 70 11 2 2 NUM jbi-46 70 12 . . PUNCT jbi-46 71 1 in in ADP jbi-46 71 2 addition addition NOUN jbi-46 71 3 to to ADP jbi-46 71 4 its its PRON jbi-46 71 5 training training NOUN jbi-46 71 6 data datum NOUN jbi-46 71 7 , , PUNCT jbi-46 71 8 each each DET jbi-46 71 9 node node NOUN jbi-46 71 10 in in ADP jbi-46 71 11 the the DET jbi-46 71 12 learning learning NOUN jbi-46 71 13 hierarchy hierarchy NOUN jbi-46 71 14 is be AUX jbi-46 71 15 also also ADV jbi-46 71 16 equipped equip VERB jbi-46 71 17 with with ADP jbi-46 71 18 a a DET jbi-46 71 19 number number NOUN jbi-46 71 20 of of ADP jbi-46 71 21 learning learning NOUN jbi-46 71 22 / / SYM jbi-46 71 23 markup markup ADJ jbi-46 71 24 algorithms algorithm NOUN jbi-46 71 25 . . PUNCT jbi-46 72 1 each each DET jbi-46 72 2 node node NOUN jbi-46 72 3 learns learn VERB jbi-46 72 4 how how SCONJ jbi-46 72 5 to to PART jbi-46 72 6 tag tag VERB jbi-46 72 7 its its PRON jbi-46 72 8 corresponding corresponding ADJ jbi-46 72 9 segments segment NOUN jbi-46 72 10 in in ADP jbi-46 72 11 a a DET jbi-46 72 12 description description NOUN jbi-46 72 13 . . PUNCT jbi-46 73 1 when when SCONJ jbi-46 73 2 a a DET jbi-46 73 3 new new ADJ jbi-46 73 4 description description NOUN jbi-46 73 5 comes come VERB jbi-46 73 6 , , PUNCT jbi-46 73 7 the the DET jbi-46 73 8 root root NOUN jbi-46 73 9 node node NOUN jbi-46 73 10 ( ( PUNCT jbi-46 73 11 “ " PUNCT jbi-46 73 12 description description NOUN jbi-46 73 13 ” " PUNCT jbi-46 73 14 ) ) PUNCT jbi-46 73 15 tags tag VERB jbi-46 73 16 it it PRON jbi-46 73 17 into into ADP jbi-46 73 18 segments segment NOUN jbi-46 73 19 , , PUNCT jbi-46 73 20 such such ADJ jbi-46 73 21 as as ADP jbi-46 73 22 plant plant NOUN jbi-46 73 23 - - PUNCT jbi-46 73 24 habit habit NOUN jbi-46 73 25 - - PUNCT jbi-46 73 26 and and CCONJ jbi-46 73 27 - - PUNCT jbi-46 73 28 life life NOUN jbi-46 73 29 - - PUNCT jbi-46 73 30 style style NOUN jbi-46 73 31 , , PUNCT jbi-46 73 32 leaves leave NOUN jbi-46 73 33 and and CCONJ jbi-46 73 34 stems stem NOUN jbi-46 73 35 , , PUNCT jbi-46 73 36 and and CCONJ jbi-46 73 37 then then ADV jbi-46 73 38 sends send VERB jbi-46 73 39 the the DET jbi-46 73 40 segments segment NOUN jbi-46 73 41 to to ADP jbi-46 73 42 their their PRON jbi-46 73 43 corresponding correspond VERB jbi-46 73 44 child child NOUN jbi-46 73 45 nodes node NOUN jbi-46 73 46 , , PUNCT jbi-46 73 47 where where SCONJ jbi-46 73 48 the the DET jbi-46 73 49 segments segment NOUN jbi-46 73 50 are be AUX jbi-46 73 51 further far ADV jbi-46 73 52 tagged tag VERB jbi-46 73 53 . . PUNCT jbi-46 74 1 for for ADP jbi-46 74 2 example example NOUN jbi-46 74 3 , , PUNCT jbi-46 74 4 the the DET jbi-46 74 5 “ " PUNCT jbi-46 74 6 leaves leave NOUN jbi-46 74 7 ” " PUNCT jbi-46 74 8 node node NOUN jbi-46 74 9 further further ADJ jbi-46 74 10 tags tag VERB jbi-46 74 11 its its PRON jbi-46 74 12 segment segment NOUN jbi-46 74 13 into into ADP jbi-46 74 14 pedicel pedicel PROPN jbi-46 74 15 , , PUNCT jbi-46 74 16 petiole petiole NOUN jbi-46 74 17 , , PUNCT jbi-46 74 18 stipule stipule NOUN jbi-46 74 19 , , PUNCT jbi-46 74 20 etc etc X jbi-46 74 21 . . X jbi-46 74 22 segments segment NOUN jbi-46 74 23 . . PUNCT jbi-46 75 1 to to PART jbi-46 75 2 see see VERB jbi-46 75 3 if if SCONJ jbi-46 75 4 new new ADJ jbi-46 75 5 descriptions description NOUN jbi-46 75 6 are be AUX jbi-46 75 7 tagged tag VERB jbi-46 75 8 correctly correctly ADV jbi-46 75 9 at at ADP jbi-46 75 10 each each DET jbi-46 75 11 node node NOUN jbi-46 75 12 , , PUNCT jbi-46 75 13 the the DET jbi-46 75 14 hierarchy hierarchy NOUN jbi-46 75 15 also also ADV jbi-46 75 16 reads read VERB jbi-46 75 17 in in ADP jbi-46 75 18 and and CCONJ jbi-46 75 19 holds hold VERB jbi-46 75 20 answer answer NOUN jbi-46 75 21 keys key NOUN jbi-46 75 22 . . PUNCT jbi-46 76 1 in in ADP jbi-46 76 2 other other ADJ jbi-46 76 3 words word NOUN jbi-46 76 4 , , PUNCT jbi-46 76 5 each each DET jbi-46 76 6 node node NOUN jbi-46 76 7 is be AUX jbi-46 76 8 capable capable ADJ jbi-46 76 9 of of ADP jbi-46 76 10 calculating calculate VERB jbi-46 76 11 its its PRON jbi-46 76 12 performance performance NOUN jbi-46 76 13 scores score NOUN jbi-46 76 14 . . PUNCT jbi-46 77 1 note note VERB jbi-46 77 2 the the DET jbi-46 77 3 disadvantage disadvantage NOUN jbi-46 77 4 of of ADP jbi-46 77 5 this this DET jbi-46 77 6 top top ADJ jbi-46 77 7 - - PUNCT jbi-46 77 8 down down ADP jbi-46 77 9 markup markup ADJ jbi-46 77 10 strategy strategy NOUN jbi-46 77 11 is be AUX jbi-46 77 12 that that SCONJ jbi-46 77 13 if if SCONJ jbi-46 77 14 an an DET jbi-46 77 15 error error NOUN jbi-46 77 16 is be AUX jbi-46 77 17 made make VERB jbi-46 77 18 at at ADP jbi-46 77 19 an an DET jbi-46 77 20 upper upper ADJ jbi-46 77 21 node node NOUN jbi-46 77 22 , , PUNCT jbi-46 77 23 the the DET jbi-46 77 24 error error NOUN jbi-46 77 25 is be AUX jbi-46 77 26 passed pass VERB jbi-46 77 27 down down ADP jbi-46 77 28 to to ADP jbi-46 77 29 lower low ADJ jbi-46 77 30 levels level NOUN jbi-46 77 31 . . PUNCT jbi-46 78 1 the the DET jbi-46 78 2 current current ADJ jbi-46 78 3 implementation implementation NOUN jbi-46 78 4 of of ADP jbi-46 78 5 martt martt NOUN jbi-46 78 6 does do AUX jbi-46 78 7 not not PART jbi-46 78 8 support support VERB jbi-46 78 9 back back ADP jbi-46 78 10 tracking tracking NOUN jbi-46 78 11 of of ADP jbi-46 78 12 errors error NOUN jbi-46 78 13 . . PUNCT jbi-46 79 1 < < X jbi-46 79 2 ? ? X jbi-46 79 3 xml xml PROPN jbi-46 79 4 version="1.0 version="1.0 PROPN jbi-46 79 5 " " PUNCT jbi-46 79 6 encoding="iso8859 encoding="iso8859 NOUN jbi-46 79 7 - - PUNCT jbi-46 79 8 1 1 PROPN jbi-46 79 9 " " PUNCT jbi-46 79 10 ? ? PUNCT jbi-46 79 11 > > X jbi-46 80 1 < < X jbi-46 80 2 description description NOUN jbi-46 80 3 > > X jbi-46 80 4 < < X jbi-46 80 5 taxon> > X jbi-46 80 7 bromeliaceae > X jbi-46 80 9 < < X jbi-46 80 10 genus genus X jbi-46 80 11 > > X jbi-46 80 12 guzmania > X jbi-46 80 14 < < X jbi-46 80 15 plant plant NOUN jbi-46 80 16 - - PUNCT jbi-46 80 17 habit habit NOUN jbi-46 80 18 - - PUNCT jbi-46 80 19 and and CCONJ jbi-46 80 20 - - PUNCT jbi-46 80 21 life life NOUN jbi-46 80 22 - - PUNCT jbi-46 80 23 style> > X jbi-46 80 27 herbs herb NOUN jbi-46 80 28 , , PUNCT jbi-46 80 29 usually usually ADV jbi-46 80 30 epiphytic epiphytic ADJ jbi-46 80 31 , , PUNCT jbi-46 80 32 stemless stemless NOUN jbi-46 80 33 to to ADP jbi-46 80 34 rarely rarely ADV jbi-46 80 35 caulescent. > X jbi-46 80 45 < < X jbi-46 80 46 leaves> > PUNCT jbi-46 80 50 leaves leave VERB jbi-46 80 51 many many ADV jbi-46 80 52 - - PUNCT jbi-46 80 53 ranked ranked ADJ jbi-46 80 54 , , PUNCT jbi-46 80 55 usually usually ADV jbi-46 80 56 ligulate; > X jbi-46 80 60 < < X jbi-46 80 61 leaf leaf NOUN jbi-46 80 62 - - PUNCT jbi-46 80 63 blade blade NOUN jbi-46 80 64 > > NOUN jbi-46 80 65 blade blade NOUN jbi-46 80 66 , , PUNCT jbi-46 80 67 margins margin VERB jbi-46 80 68 entire. > X jbi-46 80 70 < < X jbi-46 80 71 flowers> > PUNCT jbi-46 80 75 inflorescences inflorescence NOUN jbi-46 80 76 5many 5many NOUN jbi-46 80 77 - - PUNCT jbi-46 80 78 flowered flower VERB jbi-46 80 79 , , PUNCT jbi-46 80 80 many many ADJ jbi-46 80 81 - - PUNCT jbi-46 80 82 ranked ranked ADJ jbi-46 80 83 , , PUNCT jbi-46 80 84 mostly mostly ADV jbi-46 80 85 2 2 NUM jbi-46 80 86 - - PUNCT jbi-46 80 87 pinnate pinnate NOUN jbi-46 80 88 to to ADP jbi-46 80 89 less less ADV jbi-46 80 90 commonly commonly ADV jbi-46 80 91 single single ADJ jbi-46 80 92 spike spike NOUN jbi-46 80 93 , , PUNCT jbi-46 80 94 flowers flower NOUN jbi-46 80 95 laxly laxly VERB jbi-46 80 96 to to ADP jbi-46 80 97 densely densely ADV jbi-46 80 98 arranged; > X jbi-46 80 102 < < X jbi-46 80 103 bract bract NOUN jbi-46 80 104 > > SYM jbi-46 80 105 floral floral ADJ jbi-46 80 106 bracts bract NOUN jbi-46 80 107 broad broad ADJ jbi-46 80 108 , , PUNCT jbi-46 80 109 conspicuous conspicuous ADJ jbi-46 80 110 , , PUNCT jbi-46 80 111 mostly mostly ADV jbi-46 80 112 obscuring obscure VERB jbi-46 80 113 rachis. > X jbi-46 80 115 < < X jbi-46 80 116 flower flower NOUN jbi-46 80 117 - - PUNCT jbi-46 80 118 general general ADJ jbi-46 80 119 > > PUNCT jbi-46 80 120 flowers flower NOUN jbi-46 80 121 bisexual; > X jbi-46 80 123 < < X jbi-46 80 124 sepal sepal ADJ jbi-46 80 125 > > SYM jbi-46 80 126 sepals sepal NOUN jbi-46 80 127 distinct distinct ADJ jbi-46 80 128 to to PART jbi-46 80 129 connate connate VERB jbi-46 80 130 over over ADP jbi-46 80 131 1/2 1/2 NUM jbi-46 80 132 length length NOUN jbi-46 80 133 , , PUNCT jbi-46 80 134 usually usually ADV jbi-46 80 135 symmetric; > X jbi-46 80 137 < < X jbi-46 80 138 petal petal ADJ jbi-46 80 139 > > SYM jbi-46 80 140 petals petal NOUN jbi-46 80 141 with with ADP jbi-46 80 142 claws claw NOUN jbi-46 80 143 adherent adherent ADJ jbi-46 80 144 to to PART jbi-46 80 145 subconnate subconnate VERB jbi-46 80 146 petal petal ADJ jbi-46 80 147 , , PUNCT jbi-46 80 148 forming form VERB jbi-46 80 149 short short ADJ jbi-46 80 150 tube tube NOUN jbi-46 80 151 , , PUNCT jbi-46 80 152 blade blade NOUN jbi-46 80 153 distinct; > X jbi-46 80 155 < < X jbi-46 80 156 stamen staman NOUN jbi-46 80 157 > > X jbi-46 80 158 stamens stamen NOUN jbi-46 80 159 usually usually ADV jbi-46 80 160 included include VERB jbi-46 80 161 , , PUNCT jbi-46 80 162 adherent adherent ADJ jbi-46 80 163 to to PART jbi-46 80 164 adnate adnate VERB jbi-46 80 165 with with ADP jbi-46 80 166 petal petal ADJ jbi-46 80 167 claws; > X jbi-46 80 169 < < X jbi-46 80 170 ovary ovary ADJ jbi-46 80 171 > > ADJ jbi-46 80 172 ovary ovary ADJ jbi-46 80 173 superior. > X jbi-46 80 175 < < X jbi-46 80 176 fruit> > PUNCT jbi-46 80 180 capsules capsule NOUN jbi-46 80 181 cylindric cylindric ADJ jbi-46 80 182 , , PUNCT jbi-46 80 183 dehiscent. > X jbi-46 80 187 < < X jbi-46 80 188 seeds> > PUNCT jbi-46 80 192 seeds seed NOUN jbi-46 80 193 with with ADP jbi-46 80 194 basal basal NOUN jbi-46 80 195 , , PUNCT jbi-46 80 196 usually usually ADV jbi-46 80 197 tan tan ADJ jbi-46 80 198 - - PUNCT jbi-46 80 199 brown brown ADJ jbi-46 80 200 plumose plumose NOUN jbi-46 80 201 appendage. > X jbi-46 80 204 < < X jbi-46 80 205 /description /description X jbi-46 80 206 > > X jbi-46 80 207 figure figure NOUN jbi-46 80 208 1 1 NUM jbi-46 80 209 . . PUNCT jbi-46 81 1 an an DET jbi-46 81 2 example example NOUN jbi-46 81 3 taxonomic taxonomic ADJ jbi-46 81 4 description description NOUN jbi-46 81 5 tagged tag VERB jbi-46 81 6 in in ADP jbi-46 81 7 xml xml PROPN jbi-46 81 8 . . PUNCT jbi-46 82 1 cui cui NOUN jbi-46 82 2 – – PUNCT jbi-46 82 3 converting convert VERB jbi-46 82 4 taxonomic taxonomic ADJ jbi-46 82 5 descriptions description NOUN jbi-46 82 6 to to ADP jbi-46 82 7 new new ADJ jbi-46 82 8 digital digital ADJ jbi-46 82 9 formats format NOUN jbi-46 82 10 23 23 NUM jbi-46 82 11 figure figure NOUN jbi-46 82 12 2 2 NUM jbi-46 82 13 . . PUNCT jbi-46 83 1 a a DET jbi-46 83 2 portion portion NOUN jbi-46 83 3 of of ADP jbi-46 83 4 a a DET jbi-46 83 5 learning learning NOUN jbi-46 83 6 hierarchy hierarchy NOUN jbi-46 83 7 in in ADP jbi-46 83 8 the the DET jbi-46 83 9 learning learning NOUN jbi-46 83 10 component component NOUN jbi-46 83 11 . . PUNCT jbi-46 84 1 illustration illustration NOUN jbi-46 84 2 from from ADP jbi-46 84 3 cui cui PROPN jbi-46 84 4 & & CCONJ jbi-46 84 5 heidorn heidorn PROPN jbi-46 84 6 ( ( PUNCT jbi-46 84 7 2007 2007 NUM jbi-46 84 8 ) ) PUNCT jbi-46 84 9 with with ADP jbi-46 84 10 permission permission NOUN jbi-46 84 11 . . PUNCT jbi-46 85 1 several several ADJ jbi-46 85 2 markup markup ADJ jbi-46 85 3 algorithms algorithm NOUN jbi-46 85 4 are be AUX jbi-46 85 5 available available ADJ jbi-46 85 6 at at ADP jbi-46 85 7 each each DET jbi-46 85 8 node node NOUN jbi-46 85 9 , , PUNCT jbi-46 85 10 including include VERB jbi-46 85 11 a a DET jbi-46 85 12 naïve naïve ADJ jbi-46 85 13 bayesian bayesian NOUN jbi-46 85 14 ( ( PUNCT jbi-46 85 15 nb nb INTJ jbi-46 85 16 ) ) PUNCT jbi-46 85 17 classifier classifier NOUN jbi-46 85 18 , , PUNCT jbi-46 85 19 support support NOUN jbi-46 85 20 vector vector NOUN jbi-46 85 21 machine machine NOUN jbi-46 85 22 ( ( PUNCT jbi-46 85 23 svm svm ADJ jbi-46 85 24 ) ) PUNCT jbi-46 85 25 classifier classifier NOUN jbi-46 85 26 , , PUNCT jbi-46 85 27 and and CCONJ jbi-46 85 28 a a DET jbi-46 85 29 number number NOUN jbi-46 85 30 of of ADP jbi-46 85 31 homemade homemade ADJ jbi-46 85 32 algorithms algorithm NOUN jbi-46 85 33 , , PUNCT jbi-46 85 34 in in ADP jbi-46 85 35 order order NOUN jbi-46 85 36 to to PART jbi-46 85 37 compare compare VERB jbi-46 85 38 their their PRON jbi-46 85 39 performance performance NOUN jbi-46 85 40 . . PUNCT jbi-46 86 1 once once SCONJ jbi-46 86 2 descriptions description NOUN jbi-46 86 3 are be AUX jbi-46 86 4 segmented segment VERB jbi-46 86 5 into into ADP jbi-46 86 6 sentences sentence NOUN jbi-46 86 7 , , PUNCT jbi-46 86 8 the the DET jbi-46 86 9 task task NOUN jbi-46 86 10 of of ADP jbi-46 86 11 semantic semantic ADJ jbi-46 86 12 markup markup NOUN jbi-46 86 13 essentially essentially ADV jbi-46 86 14 becomes become VERB jbi-46 86 15 the the DET jbi-46 86 16 task task NOUN jbi-46 86 17 of of ADP jbi-46 86 18 text text NOUN jbi-46 86 19 classification classification NOUN jbi-46 86 20 , , PUNCT jbi-46 86 21 hence hence ADV jbi-46 86 22 nb nb PROPN jbi-46 86 23 and and CCONJ jbi-46 86 24 svms svms NOUN jbi-46 86 25 may may AUX jbi-46 86 26 be be AUX jbi-46 86 27 used use VERB jbi-46 86 28 to to PART jbi-46 86 29 assign assign VERB jbi-46 86 30 class class NOUN jbi-46 86 31 labels label NOUN jbi-46 86 32 ( ( PUNCT jbi-46 86 33 i.e. i.e. X jbi-46 86 34 tags tag NOUN jbi-46 86 35 ) ) PUNCT jbi-46 86 36 to to PART jbi-46 86 37 text text VERB jbi-46 86 38 segments segment NOUN jbi-46 86 39 . . PUNCT jbi-46 87 1 for for ADP jbi-46 87 2 svms svms NOUN jbi-46 87 3 , , PUNCT jbi-46 87 4 we we PRON jbi-46 87 5 used use VERB jbi-46 87 6 the the DET jbi-46 87 7 implementation implementation NOUN jbi-46 87 8 in in ADP jbi-46 87 9 the the DET jbi-46 87 10 bow bow NOUN jbi-46 87 11 toolkit toolkit NOUN jbi-46 87 12 ( ( PUNCT jbi-46 87 13 mccallum mccallum NOUN jbi-46 87 14 , , PUNCT jbi-46 87 15 1996 1996 NUM jbi-46 87 16 ) ) PUNCT jbi-46 87 17 . . PUNCT jbi-46 88 1 for for ADP jbi-46 88 2 nb nb PROPN jbi-46 88 3 , , PUNCT jbi-46 88 4 we we PRON jbi-46 88 5 implemented implement VERB jbi-46 88 6 a a DET jbi-46 88 7 version version NOUN jbi-46 88 8 based base VERB jbi-46 88 9 on on ADP jbi-46 88 10 the the DET jbi-46 88 11 algorithm algorithm NOUN jbi-46 88 12 described describe VERB jbi-46 88 13 in in ADP jbi-46 88 14 mitchell mitchell PROPN jbi-46 88 15 ( ( PUNCT jbi-46 88 16 1997 1997 NUM jbi-46 88 17 ) ) PUNCT jbi-46 88 18 . . PUNCT jbi-46 89 1 experiments experiment NOUN jbi-46 89 2 showed show VERB jbi-46 89 3 that that SCONJ jbi-46 89 4 nb nb PROPN jbi-46 89 5 and and CCONJ jbi-46 89 6 svms svms NOUN jbi-46 89 7 did do AUX jbi-46 89 8 not not PART jbi-46 89 9 perform perform VERB jbi-46 89 10 as as ADV jbi-46 89 11 well well ADV jbi-46 89 12 as as ADP jbi-46 89 13 some some PRON jbi-46 89 14 of of ADP jbi-46 89 15 our our PRON jbi-46 89 16 homemade homemade ADJ jbi-46 89 17 algorithms algorithm NOUN jbi-46 89 18 , , PUNCT jbi-46 89 19 especially especially ADV jbi-46 89 20 on on ADP jbi-46 89 21 elements element NOUN jbi-46 89 22 with with ADP jbi-46 89 23 little little ADJ jbi-46 89 24 training training NOUN jbi-46 89 25 data datum NOUN jbi-46 89 26 . . PUNCT jbi-46 90 1 the the DET jbi-46 90 2 lack lack NOUN jbi-46 90 3 of of ADP jbi-46 90 4 training training NOUN jbi-46 90 5 data datum NOUN jbi-46 90 6 makes make VERB jbi-46 90 7 it it PRON jbi-46 90 8 difficult difficult ADJ jbi-46 90 9 for for SCONJ jbi-46 90 10 nb nb INTJ jbi-46 90 11 to to PART jbi-46 90 12 accurately accurately ADV jbi-46 90 13 estimate estimate VERB jbi-46 90 14 probabilities probability NOUN jbi-46 90 15 and and CCONJ jbi-46 90 16 for for SCONJ jbi-46 90 17 svms svms NOUN jbi-46 90 18 to to PART jbi-46 90 19 identify identify VERB jbi-46 90 20 good good ADJ jbi-46 90 21 support support NOUN jbi-46 90 22 vectors vector NOUN jbi-46 90 23 . . PUNCT jbi-46 91 1 details detail NOUN jbi-46 91 2 of of ADP jbi-46 91 3 the the DET jbi-46 91 4 learning learn VERB jbi-46 91 5 algorithms algorithm NOUN jbi-46 91 6 and and CCONJ jbi-46 91 7 their their PRON jbi-46 91 8 performance performance NOUN jbi-46 91 9 comparison comparison NOUN jbi-46 91 10 can can AUX jbi-46 91 11 be be AUX jbi-46 91 12 found find VERB jbi-46 91 13 in in ADP jbi-46 91 14 cui cui NOUN jbi-46 91 15 ( ( PUNCT jbi-46 91 16 2005b 2005b NUM jbi-46 91 17 ) ) PUNCT jbi-46 91 18 or or CCONJ jbi-46 91 19 cui cui NOUN jbi-46 91 20 & & CCONJ jbi-46 91 21 heidorn heidorn PROPN jbi-46 91 22 ( ( PUNCT jbi-46 91 23 2007 2007 NUM jbi-46 91 24 ) ) PUNCT jbi-46 91 25 . . PUNCT jbi-46 92 1 the the DET jbi-46 92 2 following follow VERB jbi-46 92 3 section section NOUN jbi-46 92 4 describes describe VERB jbi-46 92 5 the the DET jbi-46 92 6 best good ADJ jbi-46 92 7 homemade homemade ADJ jbi-46 92 8 algorithm algorithm NOUN jbi-46 92 9 , , PUNCT jbi-46 92 10 sccp sccp PROPN jbi-46 92 11 ( ( PUNCT jbi-46 92 12 semantic semantic ADJ jbi-46 92 13 classes class NOUN jbi-46 92 14 and and CCONJ jbi-46 92 15 character character NOUN jbi-46 92 16 patterns pattern NOUN jbi-46 92 17 ) ) PUNCT jbi-46 92 18 , , PUNCT jbi-46 92 19 and and CCONJ jbi-46 92 20 reports report VERB jbi-46 92 21 the the DET jbi-46 92 22 performance performance NOUN jbi-46 92 23 of of ADP jbi-46 92 24 martt martt NOUN jbi-46 92 25 / / SYM jbi-46 92 26 sccp sccp PROPN jbi-46 92 27 on on ADP jbi-46 92 28 the the DET jbi-46 92 29 three three NUM jbi-46 92 30 floras flora NOUN jbi-46 92 31 . . PUNCT jbi-46 93 1 readers reader NOUN jbi-46 93 2 not not PART jbi-46 93 3 caring care VERB jbi-46 93 4 about about ADP jbi-46 93 5 technical technical ADJ jbi-46 93 6 details detail NOUN jbi-46 93 7 can can AUX jbi-46 93 8 safely safely ADV jbi-46 93 9 skip skip VERB jbi-46 93 10 the the DET jbi-46 93 11 machine machine NOUN jbi-46 93 12 learning learn VERB jbi-46 93 13 algorithm algorithm NOUN jbi-46 93 14 and and CCONJ jbi-46 93 15 the the DET jbi-46 93 16 experiments experiment NOUN jbi-46 93 17 with with ADP jbi-46 93 18 martt martt NOUN jbi-46 93 19 system system NOUN jbi-46 93 20 without without ADP jbi-46 93 21 loss loss NOUN jbi-46 93 22 of of ADP jbi-46 93 23 continuity continuity NOUN jbi-46 93 24 . . PUNCT jbi-46 94 1 the the DET jbi-46 94 2 machine machine NOUN jbi-46 94 3 learning learn VERB jbi-46 94 4 algorithm algorithm PROPN jbi-46 94 5 sccp sccp PROPN jbi-46 94 6 markup markup PROPN jbi-46 94 7 algorithm algorithm PROPN jbi-46 94 8 first first ADJ jbi-46 94 9 segments segment NOUN jbi-46 94 10 descriptions description NOUN jbi-46 94 11 into into ADP jbi-46 94 12 sentences sentence NOUN jbi-46 94 13 and and CCONJ jbi-46 94 14 then then ADV jbi-46 94 15 learns learn VERB jbi-46 94 16 to to PART jbi-46 94 17 tag tag VERB jbi-46 94 18 the the DET jbi-46 94 19 segments segment NOUN jbi-46 94 20 . . PUNCT jbi-46 95 1 sccp sccp PROPN jbi-46 95 2 segments segment VERB jbi-46 95 3 descriptions description NOUN jbi-46 95 4 by by ADP jbi-46 95 5 periods period NOUN jbi-46 95 6 ( ( PUNCT jbi-46 95 7 . . PUNCT jbi-46 95 8 ) ) PUNCT jbi-46 95 9 and and CCONJ jbi-46 95 10 semicolons semicolon NOUN jbi-46 95 11 ( ( PUNCT jbi-46 95 12 ;) ;) NOUN jbi-46 95 13 , , PUNCT jbi-46 95 14 which which PRON jbi-46 95 15 are be AUX jbi-46 95 16 the the DET jbi-46 95 17 typical typical ADJ jbi-46 95 18 punctuation punctuation NOUN jbi-46 95 19 marks mark NOUN jbi-46 95 20 used use VERB jbi-46 95 21 in in ADP jbi-46 95 22 taxonomic taxonomic ADJ jbi-46 95 23 descriptions description NOUN jbi-46 95 24 to to PART jbi-46 95 25 set set VERB jbi-46 95 26 off off ADP jbi-46 95 27 semantic semantic ADJ jbi-46 95 28 units unit NOUN jbi-46 95 29 . . PUNCT jbi-46 96 1 sccp sccp PROPN jbi-46 96 2 uses use VERB jbi-46 96 3 a a DET jbi-46 96 4 set set NOUN jbi-46 96 5 of of ADP jbi-46 96 6 heuristics heuristic NOUN jbi-46 96 7 to to PART jbi-46 96 8 avoid avoid VERB jbi-46 96 9 false false ADJ jbi-46 96 10 segmentations segmentation NOUN jbi-46 96 11 at at ADP jbi-46 96 12 the the DET jbi-46 96 13 periods period NOUN jbi-46 96 14 used use VERB jbi-46 96 15 as as ADP jbi-46 96 16 a a DET jbi-46 96 17 decimal decimal ADJ jbi-46 96 18 point point NOUN jbi-46 96 19 ( ( PUNCT jbi-46 96 20 e.g. e.g. ADV jbi-46 96 21 , , PUNCT jbi-46 96 22 2.5 2.5 NUM jbi-46 96 23 ) ) PUNCT jbi-46 96 24 or or CCONJ jbi-46 96 25 in in ADP jbi-46 96 26 an an DET jbi-46 96 27 abbreviation abbreviation NOUN jbi-46 96 28 ( ( PUNCT jbi-46 96 29 such such ADJ jbi-46 96 30 as as ADP jbi-46 96 31 var var NOUN jbi-46 96 32 . . PUNCT jbi-46 96 33 , , PUNCT jbi-46 96 34 subsp subsp NOUN jbi-46 96 35 . . PUNCT jbi-46 97 1 , , PUNCT jbi-46 97 2 h. h. PROPN jbi-46 97 3 l. l. PROPN jbi-46 97 4 james james PROPN jbi-46 97 5 , , PUNCT jbi-46 97 6 diam diam PROPN jbi-46 97 7 . . PROPN jbi-46 97 8 etc etc X jbi-46 97 9 . . X jbi-46 97 10 ) ) PUNCT jbi-46 97 11 or or CCONJ jbi-46 97 12 at at ADP jbi-46 97 13 the the DET jbi-46 97 14 semicolons semicolon NOUN jbi-46 97 15 that that PRON jbi-46 97 16 are be AUX jbi-46 97 17 part part NOUN jbi-46 97 18 of of ADP jbi-46 97 19 html html NOUN jbi-46 97 20 entities entity NOUN jbi-46 97 21 ( ( PUNCT jbi-46 97 22 e.g. e.g. ADV jbi-46 97 23 , , PUNCT jbi-46 97 24 & & CCONJ jbi-46 97 25 nbsp nbsp PROPN jbi-46 97 26 ;) ;) PUNCT jbi-46 97 27 . . PUNCT jbi-46 98 1 sccp sccp PROPN jbi-46 98 2 does do AUX jbi-46 98 3 not not PART jbi-46 98 4 perform perform VERB jbi-46 98 5 any any DET jbi-46 98 6 text text NOUN jbi-46 98 7 normalization normalization NOUN jbi-46 98 8 procedures procedure NOUN jbi-46 98 9 such such ADJ jbi-46 98 10 as as ADP jbi-46 98 11 stemming stem VERB jbi-46 98 12 or or CCONJ jbi-46 98 13 converting convert VERB jbi-46 98 14 text text NOUN jbi-46 98 15 to to ADP jbi-46 98 16 lower low ADJ jbi-46 98 17 case case NOUN jbi-46 98 18 . . PUNCT jbi-46 99 1 sccp sccp PROPN jbi-46 99 2 does do AUX jbi-46 99 3 not not PART jbi-46 99 4 use use VERB jbi-46 99 5 a a DET jbi-46 99 6 part part NOUN jbi-46 99 7 of of ADP jbi-46 99 8 speech speech NOUN jbi-46 99 9 ( ( PUNCT jbi-46 99 10 pos pos NOUN jbi-46 99 11 ) ) PUNCT jbi-46 99 12 tagger tagger NOUN jbi-46 99 13 to to PART jbi-46 99 14 identify identify VERB jbi-46 99 15 nouns noun NOUN jbi-46 99 16 or or CCONJ jbi-46 99 17 noun noun NOUN jbi-46 99 18 phrases phrase NOUN jbi-46 99 19 because because SCONJ jbi-46 99 20 available available ADJ jbi-46 99 21 pos pos NOUN jbi-46 99 22 taggers tagger NOUN jbi-46 99 23 are be AUX jbi-46 99 24 typically typically ADV jbi-46 99 25 for for ADP jbi-46 99 26 the the DET jbi-46 99 27 general general ADJ jbi-46 99 28 domain domain NOUN jbi-46 99 29 and and CCONJ jbi-46 99 30 do do AUX jbi-46 99 31 not not PART jbi-46 99 32 work work VERB jbi-46 99 33 well well ADV jbi-46 99 34 with with ADP jbi-46 99 35 taxonomic taxonomic ADJ jbi-46 99 36 descriptions description NOUN jbi-46 99 37 due due ADP jbi-46 99 38 to to ADP jbi-46 99 39 differences difference NOUN jbi-46 99 40 in in ADP jbi-46 99 41 grammar grammar NOUN jbi-46 99 42 and and CCONJ jbi-46 99 43 lexicons lexicon NOUN jbi-46 99 44 . . PUNCT jbi-46 100 1 instead instead ADV jbi-46 100 2 , , PUNCT jbi-46 100 3 sccp sccp PROPN jbi-46 100 4 uses use VERB jbi-46 100 5 a a DET jbi-46 100 6 frequent frequent ADJ jbi-46 100 7 pattern pattern NOUN jbi-46 100 8 and and CCONJ jbi-46 100 9 association association NOUN jbi-46 100 10 rule rule NOUN jbi-46 100 11 learning learning NOUN jbi-46 100 12 method method NOUN jbi-46 100 13 , , PUNCT jbi-46 100 14 originated originate VERB jbi-46 100 15 from from ADP jbi-46 100 16 data datum NOUN jbi-46 100 17 mining mining NOUN jbi-46 100 18 research research NOUN jbi-46 100 19 , , PUNCT jbi-46 100 20 to to PART jbi-46 100 21 learn learn VERB jbi-46 100 22 rules rule NOUN jbi-46 100 23 of of ADP jbi-46 100 24 the the DET jbi-46 100 25 form form NOUN jbi-46 100 26 : : PUNCT jbi-46 100 27 ngram ngram PROPN jbi-46 100 28 → → SYM jbi-46 100 29 element element NOUN jbi-46 100 30 ( ( PUNCT jbi-46 100 31 confidence confidence NOUN jbi-46 100 32 , , PUNCT jbi-46 100 33 support support NOUN jbi-46 100 34 ) ) PUNCT jbi-46 100 35 , , PUNCT jbi-46 100 36 which which PRON jbi-46 100 37 reads read VERB jbi-46 100 38 “ " PUNCT jbi-46 100 39 the the DET jbi-46 100 40 n n CCONJ jbi-46 100 41 - - PUNCT jbi-46 100 42 gram gram NOUN jbi-46 100 43 is be AUX jbi-46 100 44 associated associate VERB jbi-46 100 45 with with ADP jbi-46 100 46 the the DET jbi-46 100 47 element element ADJ jbi-46 100 48 description description NOUN jbi-46 100 49 training training NOUN jbi-46 100 50 examples example NOUN jbi-46 100 51 learned learn VERB jbi-46 100 52 model model NOUN jbi-46 100 53 marked mark VERB jbi-46 100 54 examples example NOUN jbi-46 100 55 answer answer VERB jbi-46 100 56 keys key NOUN jbi-46 100 57 ... ... PUNCT jbi-46 101 1 flowers flower NOUN jbi-46 101 2 training train VERB jbi-46 101 3 examples example NOUN jbi-46 101 4 learned learn VERB jbi-46 101 5 model model NOUN jbi-46 101 6 marked mark VERB jbi-46 101 7 examples example NOUN jbi-46 101 8 answer answer VERB jbi-46 101 9 keys key VERB jbi-46 101 10 fruits fruit NOUN jbi-46 101 11 training train VERB jbi-46 101 12 examples example NOUN jbi-46 101 13 learned learn VERB jbi-46 101 14 model model NOUN jbi-46 101 15 marked mark VERB jbi-46 101 16 examples example NOUN jbi-46 101 17 answer answer VERB jbi-46 101 18 keys key NOUN jbi-46 101 19 leaves leave VERB jbi-46 101 20 training train VERB jbi-46 101 21 examples example NOUN jbi-46 101 22 learned learn VERB jbi-46 101 23 model model NOUN jbi-46 101 24 marked mark VERB jbi-46 101 25 examples example NOUN jbi-46 101 26 answer answer VERB jbi-46 101 27 keys key NOUN jbi-46 101 28 pedicel pedicel ADJ jbi-46 101 29 training training NOUN jbi-46 101 30 examples example NOUN jbi-46 101 31 learned learn VERB jbi-46 101 32 model model NOUN jbi-46 101 33 marked mark VERB jbi-46 101 34 examples example NOUN jbi-46 101 35 answer answer VERB jbi-46 101 36 keys key VERB jbi-46 101 37 petiole petiole ADJ jbi-46 101 38 training training NOUN jbi-46 101 39 examples example NOUN jbi-46 101 40 learned learn VERB jbi-46 101 41 model model NOUN jbi-46 101 42 marked mark VERB jbi-46 101 43 examples example NOUN jbi-46 101 44 answer answer VERB jbi-46 101 45 keys key VERB jbi-46 101 46 stipule stipule NOUN jbi-46 101 47 training training NOUN jbi-46 101 48 examples example NOUN jbi-46 101 49 learned learn VERB jbi-46 101 50 model model NOUN jbi-46 101 51 marked mark VERB jbi-46 101 52 examples example NOUN jbi-46 101 53 answer answer VERB jbi-46 101 54 keys key VERB jbi-46 101 55 plant plant NOUN jbi-46 101 56 - - PUNCT jbi-46 101 57 habit habit NOUN jbi-46 101 58 - - PUNCT jbi-46 101 59 and and CCONJ jbi-46 101 60 - - PUNCT jbi-46 101 61 life life NOUN jbi-46 101 62 - - PUNCT jbi-46 101 63 style style NOUN jbi-46 101 64 training training NOUN jbi-46 101 65 examples example NOUN jbi-46 101 66 learned learn VERB jbi-46 101 67 model model NOUN jbi-46 101 68 marked mark VERB jbi-46 101 69 examples example NOUN jbi-46 101 70 answer answer NOUN jbi-46 101 71 keys key NOUN jbi-46 101 72 stems stem VERB jbi-46 101 73 training train VERB jbi-46 101 74 examples example NOUN jbi-46 101 75 learned learn VERB jbi-46 101 76 model model NOUN jbi-46 101 77 marked mark VERB jbi-46 101 78 examples example NOUN jbi-46 101 79 answer answer VERB jbi-46 101 80 keys key VERB jbi-46 101 81 bark bark NOUN jbi-46 101 82 training training NOUN jbi-46 101 83 examples example NOUN jbi-46 101 84 learned learn VERB jbi-46 101 85 model model NOUN jbi-46 101 86 marked mark VERB jbi-46 101 87 examples example NOUN jbi-46 101 88 answer answer VERB jbi-46 101 89 keys key NOUN jbi-46 101 90 scale scale NOUN jbi-46 101 91 training training NOUN jbi-46 101 92 examples example NOUN jbi-46 101 93 learned learn VERB jbi-46 101 94 model model NOUN jbi-46 101 95 marked mark VERB jbi-46 101 96 examples example NOUN jbi-46 101 97 answer answer NOUN jbi-46 101 98 keys key VERB jbi-46 101 99 stele stele PROPN jbi-46 101 100 training train VERB jbi-46 101 101 examples example NOUN jbi-46 101 102 learned learn VERB jbi-46 101 103 model model NOUN jbi-46 101 104 marked mark VERB jbi-46 101 105 examples example NOUN jbi-46 101 106 answer answer VERB jbi-46 101 107 keys key NOUN jbi-46 101 108 ... ... PUNCT jbi-46 101 109 ... ... PUNCT jbi-46 101 110 ... ... PUNCT jbi-46 101 111 ... ... PUNCT jbi-46 101 112 ... ... PUNCT jbi-46 101 113 ... ... PUNCT jbi-46 102 1 cui cui NOUN jbi-46 102 2 – – PUNCT jbi-46 102 3 converting convert VERB jbi-46 102 4 taxonomic taxonomic ADJ jbi-46 102 5 descriptions description NOUN jbi-46 102 6 to to ADP jbi-46 102 7 new new ADJ jbi-46 102 8 digital digital ADJ jbi-46 102 9 formats format NOUN jbi-46 102 10 24 24 NUM jbi-46 102 11 with with ADP jbi-46 102 12 confidence confidence NOUN jbi-46 102 13 ( ( PUNCT jbi-46 102 14 a a DET jbi-46 102 15 numerical numerical ADJ jbi-46 102 16 value value NOUN jbi-46 102 17 ) ) PUNCT jbi-46 102 18 and and CCONJ jbi-46 102 19 support support NOUN jbi-46 102 20 ( ( PUNCT jbi-46 102 21 a a DET jbi-46 102 22 numerical numerical ADJ jbi-46 102 23 value value NOUN jbi-46 102 24 ) ) PUNCT jbi-46 102 25 ” " PUNCT jbi-46 102 26 . . PUNCT jbi-46 103 1 in in ADP jbi-46 103 2 association association NOUN jbi-46 103 3 rule rule NOUN jbi-46 103 4 learning learning NOUN jbi-46 103 5 , , PUNCT jbi-46 103 6 confidence confidence NOUN jbi-46 103 7 and and CCONJ jbi-46 103 8 support support NOUN jbi-46 103 9 are be AUX jbi-46 103 10 a a DET jbi-46 103 11 pair pair NOUN jbi-46 103 12 of of ADP jbi-46 103 13 scores score NOUN jbi-46 103 14 measuring measure VERB jbi-46 103 15 the the DET jbi-46 103 16 strength strength NOUN jbi-46 103 17 of of ADP jbi-46 103 18 an an DET jbi-46 103 19 association association NOUN jbi-46 103 20 . . PUNCT jbi-46 104 1 rules rule NOUN jbi-46 104 2 scored score VERB jbi-46 104 3 higher high ADJ jbi-46 104 4 than than ADP jbi-46 104 5 a a DET jbi-46 104 6 pair pair NOUN jbi-46 104 7 of of ADP jbi-46 104 8 user user NOUN jbi-46 104 9 - - PUNCT jbi-46 104 10 defined define VERB jbi-46 104 11 thresholds threshold NOUN jbi-46 104 12 areassumed areassume VERB jbi-46 104 13 to to PART jbi-46 104 14 be be AUX jbi-46 104 15 good good ADJ jbi-46 104 16 ( ( PUNCT jbi-46 104 17 han han PROPN jbi-46 104 18 & & CCONJ jbi-46 104 19 kamber kamber PROPN jbi-46 104 20 , , PUNCT jbi-46 104 21 2000 2000 NUM jbi-46 104 22 ) ) PUNCT jbi-46 104 23 . . PUNCT jbi-46 105 1 adapting adapt VERB jbi-46 105 2 from from ADP jbi-46 105 3 the the DET jbi-46 105 4 standard standard ADJ jbi-46 105 5 definitions definition NOUN jbi-46 105 6 , , PUNCT jbi-46 105 7 we we PRON jbi-46 105 8 define define VERB jbi-46 105 9 confidence confidence NOUN jbi-46 105 10 as as ADP jbi-46 105 11 the the DET jbi-46 105 12 ratio ratio NOUN jbi-46 105 13 of of ADP jbi-46 105 14 the the DET jbi-46 105 15 occurrence occurrence NOUN jbi-46 105 16 of of ADP jbi-46 105 17 an an DET jbi-46 105 18 ngram ngram NOUN jbi-46 105 19 in in ADP jbi-46 105 20 an an DET jbi-46 105 21 element element NOUN jbi-46 105 22 and and CCONJ jbi-46 105 23 the the DET jbi-46 105 24 total total ADJ jbi-46 105 25 occurrence occurrence NOUN jbi-46 105 26 of of ADP jbi-46 105 27 the the DET jbi-46 105 28 n n CCONJ jbi-46 105 29 - - PUNCT jbi-46 105 30 gram gram NOUN jbi-46 105 31 , , PUNCT jbi-46 105 32 and and CCONJ jbi-46 105 33 support support NOUN jbi-46 105 34 as as ADP jbi-46 105 35 the the DET jbi-46 105 36 ratio ratio NOUN jbi-46 105 37 of of ADP jbi-46 105 38 the the DET jbi-46 105 39 occurrence occurrence NOUN jbi-46 105 40 of of ADP jbi-46 105 41 the the DET jbi-46 105 42 n n CCONJ jbi-46 105 43 - - PUNCT jbi-46 105 44 gram gram NOUN jbi-46 105 45 in in ADP jbi-46 105 46 the the DET jbi-46 105 47 element element NOUN jbi-46 105 48 and and CCONJ jbi-46 105 49 the the DET jbi-46 105 50 number number NOUN jbi-46 105 51 of of ADP jbi-46 105 52 segments segment NOUN jbi-46 105 53 ( ( PUNCT jbi-46 105 54 i.e. i.e. X jbi-46 105 55 sentences sentence NOUN jbi-46 105 56 ) ) PUNCT jbi-46 105 57 belonging belong VERB jbi-46 105 58 to to ADP jbi-46 105 59 the the DET jbi-46 105 60 element element NOUN jbi-46 105 61 . . PUNCT jbi-46 106 1 sccp sccp PROPN jbi-46 106 2 learns learn VERB jbi-46 106 3 the the DET jbi-46 106 4 association association NOUN jbi-46 106 5 rules rule NOUN jbi-46 106 6 from from ADP jbi-46 106 7 training train VERB jbi-46 106 8 examples example NOUN jbi-46 106 9 by by ADP jbi-46 106 10 first first ADJ jbi-46 106 11 generating generating NOUN jbi-46 106 12 sets set NOUN jbi-46 106 13 of of ADP jbi-46 106 14 n n NOUN jbi-46 106 15 - - PUNCT jbi-46 106 16 grams gram NOUN jbi-46 106 17 and and CCONJ jbi-46 106 18 then then ADV jbi-46 106 19 calculating calculate VERB jbi-46 106 20 the the DET jbi-46 106 21 confidence confidence NOUN jbi-46 106 22 and and CCONJ jbi-46 106 23 support support NOUN jbi-46 106 24 scores score NOUN jbi-46 106 25 for for ADP jbi-46 106 26 the the DET jbi-46 106 27 candidate candidate NOUN jbi-46 106 28 rules rule NOUN jbi-46 106 29 based base VERB jbi-46 106 30 on on ADP jbi-46 106 31 the the DET jbi-46 106 32 occurrences occurrence NOUN jbi-46 106 33 of of ADP jbi-46 106 34 the the DET jbi-46 106 35 n n NOUN jbi-46 106 36 - - PUNCT jbi-46 106 37 grams gram NOUN jbi-46 106 38 in in ADP jbi-46 106 39 different different ADJ jbi-46 106 40 elements element NOUN jbi-46 106 41 . . PUNCT jbi-46 107 1 the the DET jbi-46 107 2 leading lead VERB jbi-46 107 3 l l NOUN jbi-46 107 4 ( ( PUNCT jbi-46 107 5 a a DET jbi-46 107 6 user user NOUN jbi-46 107 7 defined define VERB jbi-46 107 8 variable variable ADJ jbi-46 107 9 ) ) PUNCT jbi-46 107 10 words word NOUN jbi-46 107 11 in in ADP jbi-46 107 12 the the DET jbi-46 107 13 sentences sentence NOUN jbi-46 107 14 are be AUX jbi-46 107 15 used use VERB jbi-46 107 16 to to PART jbi-46 107 17 generate generate VERB jbi-46 107 18 ∑ ∑ ADV jbi-46 107 19 ≤≤ ≤≤ X jbi-46 107 20 + + PROPN jbi-46 107 21 − − PROPN jbi-46 107 22 mn mn PROPN jbi-46 107 23 nl nl NOUN jbi-46 107 24 1 1 NUM jbi-46 107 25 1 1 NUM jbi-46 107 26 n n CCONJ jbi-46 107 27 - - PUNCT jbi-46 107 28 grams gram NOUN jbi-46 107 29 , , PUNCT jbi-46 107 30 where where SCONJ jbi-46 107 31 m m VERB jbi-46 107 32 < < X jbi-46 107 33 l l NOUN jbi-46 107 34 is be AUX jbi-46 107 35 another another DET jbi-46 107 36 user user NOUN jbi-46 107 37 defined define VERB jbi-46 107 38 variable variable NOUN jbi-46 107 39 that that PRON jbi-46 107 40 defines define VERB jbi-46 107 41 the the DET jbi-46 107 42 length length NOUN jbi-46 107 43 of of ADP jbi-46 107 44 the the DET jbi-46 107 45 longest long ADJ jbi-46 107 46 n n CCONJ jbi-46 107 47 - - PUNCT jbi-46 107 48 grams gram NOUN jbi-46 107 49 . . PUNCT jbi-46 108 1 for for ADP jbi-46 108 2 example example NOUN jbi-46 108 3 , , PUNCT jbi-46 108 4 a a DET jbi-46 108 5 word word NOUN jbi-46 108 6 sequence sequence NOUN jbi-46 108 7 “ " PUNCT jbi-46 108 8 a a DET jbi-46 108 9 b b NOUN jbi-46 108 10 c c NOUN jbi-46 108 11 d d NOUN jbi-46 108 12 ” " PUNCT jbi-46 108 13 with with ADP jbi-46 108 14 m m PROPN jbi-46 108 15 = = SYM jbi-46 108 16 4 4 NUM jbi-46 108 17 , , PUNCT jbi-46 108 18 l l NOUN jbi-46 108 19 = = SYM jbi-46 108 20 4 4 NUM jbi-46 108 21 generates generate VERB jbi-46 108 22 four four NUM jbi-46 108 23 unigrams unigram NOUN jbi-46 108 24 : : PUNCT jbi-46 108 25 a a DET jbi-46 108 26 , , PUNCT jbi-46 108 27 b b NOUN jbi-46 108 28 , , PUNCT jbi-46 108 29 c c NOUN jbi-46 108 30 , , PUNCT jbi-46 108 31 and and CCONJ jbi-46 108 32 d d NOUN jbi-46 108 33 ; ; PUNCT jbi-46 108 34 three three NUM jbi-46 108 35 bigrams bigram NOUN jbi-46 108 36 : : PUNCT jbi-46 108 37 a a DET jbi-46 108 38 b b PROPN jbi-46 108 39 , , PUNCT jbi-46 108 40 b b PROPN jbi-46 108 41 c c NOUN jbi-46 108 42 , , PUNCT jbi-46 108 43 and and CCONJ jbi-46 108 44 c c X jbi-46 108 45 d d NOUN jbi-46 108 46 ; ; PUNCT jbi-46 108 47 two two NUM jbi-46 108 48 3 3 NUM jbi-46 108 49 - - PUNCT jbi-46 108 50 grams gram NOUN jbi-46 108 51 : : PUNCT jbi-46 108 52 a a DET jbi-46 108 53 b b X jbi-46 108 54 c c NOUN jbi-46 108 55 and and CCONJ jbi-46 108 56 b b NOUN jbi-46 108 57 c c NOUN jbi-46 108 58 d d NOUN jbi-46 108 59 ; ; PUNCT jbi-46 108 60 and and CCONJ jbi-46 108 61 one one NUM jbi-46 108 62 4gram 4gram NUM jbi-46 108 63 : : PUNCT jbi-46 108 64 a a DET jbi-46 108 65 b b X jbi-46 108 66 c c NOUN jbi-46 108 67 d d NOUN jbi-46 108 68 ; ; PUNCT jbi-46 108 69 totally totally ADV jbi-46 108 70 ten ten NUM jbi-46 108 71 n n CCONJ jbi-46 108 72 - - PUNCT jbi-46 108 73 grams gram NOUN jbi-46 108 74 , , PUNCT jbi-46 108 75 41 41 NUM jbi-46 108 76 ≤≤ ≤≤ NUM jbi-46 108 77 n n PROPN jbi-46 108 78 . . PUNCT jbi-46 109 1 we we PRON jbi-46 109 2 call call VERB jbi-46 109 3 the the DET jbi-46 109 4 m m NOUN jbi-46 109 5 - - PUNCT jbi-46 109 6 grams gram NOUN jbi-46 109 7 the the DET jbi-46 109 8 “ " PUNCT jbi-46 109 9 sub sub NOUN jbi-46 109 10 - - NOUN jbi-46 109 11 grams gram NOUN jbi-46 109 12 ” " PUNCT jbi-46 109 13 of of ADP jbi-46 109 14 an an DET jbi-46 109 15 n n NOUN jbi-46 109 16 - - PUNCT jbi-46 109 17 gram gram NOUN jbi-46 109 18 when when SCONJ jbi-46 109 19 they they PRON jbi-46 109 20 are be AUX jbi-46 109 21 generated generate VERB jbi-46 109 22 from from ADP jbi-46 109 23 the the DET jbi-46 109 24 same same ADJ jbi-46 109 25 n n CCONJ jbi-46 109 26 - - PUNCT jbi-46 109 27 word word NOUN jbi-46 109 28 sequence sequence NOUN jbi-46 109 29 and and CCONJ jbi-46 109 30 m m PRON jbi-46 109 31 < < X jbi-46 109 32 n. n. NOUN jbi-46 109 33 the the DET jbi-46 109 34 generation generation NOUN jbi-46 109 35 of of ADP jbi-46 109 36 n n NOUN jbi-46 109 37 - - PUNCT jbi-46 109 38 grams gram NOUN jbi-46 109 39 of of ADP jbi-46 109 40 varied varied ADJ jbi-46 109 41 sizes size NOUN jbi-46 109 42 creates create VERB jbi-46 109 43 a a DET jbi-46 109 44 pool pool NOUN jbi-46 109 45 of of ADP jbi-46 109 46 noun noun NOUN jbi-46 109 47 phrase phrase NOUN jbi-46 109 48 candidates candidate NOUN jbi-46 109 49 . . PUNCT jbi-46 110 1 these these DET jbi-46 110 2 noun noun NOUN jbi-46 110 3 phrases phrase NOUN jbi-46 110 4 and and CCONJ jbi-46 110 5 all all DET jbi-46 110 6 possible possible ADJ jbi-46 110 7 elements element NOUN jbi-46 110 8 form form NOUN jbi-46 110 9 candidate candidate NOUN jbi-46 110 10 association association NOUN jbi-46 110 11 rules rule NOUN jbi-46 110 12 . . PUNCT jbi-46 111 1 the the DET jbi-46 111 2 strength strength NOUN jbi-46 111 3 of of ADP jbi-46 111 4 the the DET jbi-46 111 5 association association NOUN jbi-46 111 6 between between ADP jbi-46 111 7 an an DET jbi-46 111 8 n n NOUN jbi-46 111 9 - - PUNCT jbi-46 111 10 gram gram NOUN jbi-46 111 11 and and CCONJ jbi-46 111 12 an an DET jbi-46 111 13 element element NOUN jbi-46 111 14 is be AUX jbi-46 111 15 evaluated evaluate VERB jbi-46 111 16 by by ADP jbi-46 111 17 the the DET jbi-46 111 18 confidence confidence NOUN jbi-46 111 19 and and CCONJ jbi-46 111 20 support support NOUN jbi-46 111 21 scores score NOUN jbi-46 111 22 , , PUNCT jbi-46 111 23 calculated calculate VERB jbi-46 111 24 from from ADP jbi-46 111 25 the the DET jbi-46 111 26 occurrences occurrence NOUN jbi-46 111 27 of of ADP jbi-46 111 28 the the DET jbi-46 111 29 n n CCONJ jbi-46 111 30 - - PUNCT jbi-46 111 31 gram gram NOUN jbi-46 111 32 in in ADP jbi-46 111 33 different different ADJ jbi-46 111 34 elements element NOUN jbi-46 111 35 in in ADP jbi-46 111 36 the the DET jbi-46 111 37 training training NOUN jbi-46 111 38 examples example NOUN jbi-46 111 39 . . PUNCT jbi-46 112 1 note note VERB jbi-46 112 2 under under ADP jbi-46 112 3 this this DET jbi-46 112 4 scheme scheme NOUN jbi-46 112 5 , , PUNCT jbi-46 112 6 sub sub NOUN jbi-46 112 7 - - NOUN jbi-46 112 8 grams gram NOUN jbi-46 112 9 inherit inherit VERB jbi-46 112 10 the the DET jbi-46 112 11 occurrence occurrence NOUN jbi-46 112 12 counts count NOUN jbi-46 112 13 of of ADP jbi-46 112 14 their their PRON jbi-46 112 15 n n CCONJ jbi-46 112 16 - - PUNCT jbi-46 112 17 grams gram NOUN jbi-46 112 18 . . PUNCT jbi-46 113 1 this this PRON jbi-46 113 2 causes cause VERB jbi-46 113 3 undesirable undesirable ADJ jbi-46 113 4 consequences consequence NOUN jbi-46 113 5 in in ADP jbi-46 113 6 some some DET jbi-46 113 7 cases case NOUN jbi-46 113 8 . . PUNCT jbi-46 114 1 suppose suppose VERB jbi-46 114 2 the the DET jbi-46 114 3 n n NOUN jbi-46 114 4 - - PUNCT jbi-46 114 5 gram gram NOUN jbi-46 114 6 “ " PUNCT jbi-46 114 7 seed seed NOUN jbi-46 114 8 cones cone NOUN jbi-46 114 9 ” " PUNCT jbi-46 114 10 occurs occur VERB jbi-46 114 11 very very ADV jbi-46 114 12 frequently frequently ADV jbi-46 114 13 in in ADP jbi-46 114 14 the the DET jbi-46 114 15 “ " PUNCT jbi-46 114 16 seed seed NOUN jbi-46 114 17 cones cone NOUN jbi-46 114 18 ” " PUNCT jbi-46 114 19 element element NOUN jbi-46 114 20 and and CCONJ jbi-46 114 21 is be AUX jbi-46 114 22 recognized recognize VERB jbi-46 114 23 as as ADP jbi-46 114 24 a a DET jbi-46 114 25 significant significant ADJ jbi-46 114 26 indicator indicator NOUN jbi-46 114 27 of of ADP jbi-46 114 28 the the DET jbi-46 114 29 element element NOUN jbi-46 114 30 , , PUNCT jbi-46 114 31 the the DET jbi-46 114 32 counting counting NOUN jbi-46 114 33 method method NOUN jbi-46 114 34 automatically automatically ADV jbi-46 114 35 makes make VERB jbi-46 114 36 all all DET jbi-46 114 37 its its PRON jbi-46 114 38 sub sub NOUN jbi-46 114 39 - - NOUN jbi-46 114 40 grams gram NOUN jbi-46 114 41 ( ( PUNCT jbi-46 114 42 i.e. i.e. X jbi-46 114 43 “ " PUNCT jbi-46 114 44 seed seed NOUN jbi-46 114 45 ” " PUNCT jbi-46 114 46 and and CCONJ jbi-46 114 47 “ " PUNCT jbi-46 114 48 cones cone NOUN jbi-46 114 49 ” " PUNCT jbi-46 114 50 ) ) PUNCT jbi-46 114 51 good good ADJ jbi-46 114 52 indicators indicator NOUN jbi-46 114 53 of of ADP jbi-46 114 54 the the DET jbi-46 114 55 element element NOUN jbi-46 114 56 as as ADV jbi-46 114 57 well well ADV jbi-46 114 58 , , PUNCT jbi-46 114 59 while while SCONJ jbi-46 114 60 in in ADP jbi-46 114 61 fact fact NOUN jbi-46 114 62 they they PRON jbi-46 114 63 are be AUX jbi-46 114 64 not not PART jbi-46 114 65 ( ( PUNCT jbi-46 114 66 e.g. e.g. ADV jbi-46 114 67 “ " PUNCT jbi-46 114 68 seed seed NOUN jbi-46 114 69 ” " PUNCT jbi-46 114 70 should should AUX jbi-46 114 71 be be AUX jbi-46 114 72 an an DET jbi-46 114 73 indicator indicator NOUN jbi-46 114 74 of of ADP jbi-46 114 75 the the DET jbi-46 114 76 “ " PUNCT jbi-46 114 77 seeds seed NOUN jbi-46 114 78 ” " PUNCT jbi-46 114 79 element element NOUN jbi-46 114 80 ) ) PUNCT jbi-46 114 81 . . PUNCT jbi-46 115 1 to to PART jbi-46 115 2 avoid avoid VERB jbi-46 115 3 this this DET jbi-46 115 4 problem problem NOUN jbi-46 115 5 , , PUNCT jbi-46 115 6 the the DET jbi-46 115 7 subgrams subgram NOUN jbi-46 115 8 are be AUX jbi-46 115 9 not not PART jbi-46 115 10 allowed allow VERB jbi-46 115 11 to to PART jbi-46 115 12 inherit inherit VERB jbi-46 115 13 its its PRON jbi-46 115 14 n n CCONJ jbi-46 115 15 - - PUNCT jbi-46 115 16 gram gram NOUN jbi-46 115 17 ’s ’s PART jbi-46 115 18 occurrence occurrence NOUN jbi-46 115 19 count count NOUN jbi-46 115 20 when when SCONJ jbi-46 115 21 the the DET jbi-46 115 22 confidence confidence NOUN jbi-46 115 23 and and CCONJ jbi-46 115 24 support support NOUN jbi-46 115 25 scores score NOUN jbi-46 115 26 of of ADP jbi-46 115 27 the the DET jbi-46 115 28 n n CCONJ jbi-46 115 29 - - PUNCT jbi-46 115 30 gram gram NOUN jbi-46 115 31 are be AUX jbi-46 115 32 greater great ADJ jbi-46 115 33 than than ADP jbi-46 115 34 a a DET jbi-46 115 35 pair pair NOUN jbi-46 115 36 of of ADP jbi-46 115 37 preset preset ADJ jbi-46 115 38 values value NOUN jbi-46 115 39 ( ( PUNCT jbi-46 115 40 meaning mean VERB jbi-46 115 41 the the DET jbi-46 115 42 n n CCONJ jbi-46 115 43 - - PUNCT jbi-46 115 44 gram gram NOUN jbi-46 115 45 is be AUX jbi-46 115 46 likely likely ADJ jbi-46 115 47 a a DET jbi-46 115 48 phrase phrase NOUN jbi-46 115 49 and and CCONJ jbi-46 115 50 should should AUX jbi-46 115 51 be be AUX jbi-46 115 52 treated treat VERB jbi-46 115 53 as as ADP jbi-46 115 54 one one NUM jbi-46 115 55 semantic semantic ADJ jbi-46 115 56 unit unit NOUN jbi-46 115 57 ) ) PUNCT jbi-46 115 58 . . PUNCT jbi-46 116 1 the the DET jbi-46 116 2 pair pair NOUN jbi-46 116 3 of of ADP jbi-46 116 4 pre pre ADJ jbi-46 116 5 - - ADJ jbi-46 116 6 set set ADJ jbi-46 116 7 values value NOUN jbi-46 116 8 should should AUX jbi-46 116 9 not not PART jbi-46 116 10 be be AUX jbi-46 116 11 confused confuse VERB jbi-46 116 12 with with ADP jbi-46 116 13 the the DET jbi-46 116 14 confidence confidence NOUN jbi-46 116 15 / / SYM jbi-46 116 16 support support NOUN jbi-46 116 17 thresholds threshold NOUN jbi-46 116 18 for for ADP jbi-46 116 19 the the DET jbi-46 116 20 association association NOUN jbi-46 116 21 rules rule NOUN jbi-46 116 22 . . PUNCT jbi-46 117 1 the the DET jbi-46 117 2 former former ADJ jbi-46 117 3 values value NOUN jbi-46 117 4 are be AUX jbi-46 117 5 set set VERB jbi-46 117 6 lower low ADJ jbi-46 117 7 than than ADP jbi-46 117 8 the the DET jbi-46 117 9 latter latter ADJ jbi-46 117 10 and and CCONJ jbi-46 117 11 they they PRON jbi-46 117 12 serve serve VERB jbi-46 117 13 different different ADJ jbi-46 117 14 purposes purpose NOUN jbi-46 117 15 as as SCONJ jbi-46 117 16 described describe VERB jbi-46 117 17 above above ADV jbi-46 117 18 . . PUNCT jbi-46 118 1 in in ADP jbi-46 118 2 the the DET jbi-46 118 3 experiments experiment NOUN jbi-46 118 4 reported report VERB jbi-46 118 5 below below ADV jbi-46 118 6 , , PUNCT jbi-46 118 7 we we PRON jbi-46 118 8 empirically empirically ADV jbi-46 118 9 set set VERB jbi-46 118 10 l l NOUN jbi-46 118 11 = = PUNCT jbi-46 118 12 m m PUNCT jbi-46 118 13 = = SYM jbi-46 118 14 3 3 NUM jbi-46 118 15 , , PUNCT jbi-46 118 16 the the DET jbi-46 118 17 pre pre ADJ jbi-46 118 18 - - ADJ jbi-46 118 19 set set ADJ jbi-46 118 20 value value NOUN jbi-46 118 21 pair pair NOUN jbi-46 118 22 was be AUX jbi-46 118 23 set set VERB jbi-46 118 24 to to ADP jbi-46 118 25 0.7 0.7 NUM jbi-46 118 26 for for ADP jbi-46 118 27 confidence confidence NOUN jbi-46 118 28 and and CCONJ jbi-46 118 29 0 0 NUM jbi-46 118 30 for for ADP jbi-46 118 31 support support NOUN jbi-46 118 32 , , PUNCT jbi-46 118 33 and and CCONJ jbi-46 118 34 the the DET jbi-46 118 35 confidence confidence NOUN jbi-46 118 36 threshold threshold NOUN jbi-46 118 37 was be AUX jbi-46 118 38 set set VERB jbi-46 118 39 to to ADP jbi-46 118 40 0.8 0.8 NUM jbi-46 118 41 and and CCONJ jbi-46 118 42 support support NOUN jbi-46 118 43 threshold threshold NOUN jbi-46 118 44 was be AUX jbi-46 118 45 set set VERB jbi-46 118 46 to to ADP jbi-46 118 47 0.035 0.035 NUM jbi-46 118 48 . . PUNCT jbi-46 119 1 settings setting NOUN jbi-46 119 2 close close ADV jbi-46 119 3 to to ADP jbi-46 119 4 these these PRON jbi-46 119 5 seemed seem VERB jbi-46 119 6 to to PART jbi-46 119 7 produce produce VERB jbi-46 119 8 very very ADV jbi-46 119 9 similar similar ADJ jbi-46 119 10 performance performance NOUN jbi-46 119 11 . . PUNCT jbi-46 120 1 to to PART jbi-46 120 2 mark mark VERB jbi-46 120 3 up up ADP jbi-46 120 4 a a DET jbi-46 120 5 new new ADJ jbi-46 120 6 example example NOUN jbi-46 120 7 , , PUNCT jbi-46 120 8 sccp sccp PROPN jbi-46 120 9 segments segment VERB jbi-46 120 10 the the DET jbi-46 120 11 text text NOUN jbi-46 120 12 and and CCONJ jbi-46 120 13 takes take VERB jbi-46 120 14 the the DET jbi-46 120 15 first first ADJ jbi-46 120 16 l l NOUN jbi-46 120 17 words word NOUN jbi-46 120 18 of of ADP jbi-46 120 19 the the DET jbi-46 120 20 segments segment NOUN jbi-46 120 21 to to PART jbi-46 120 22 generate generate VERB jbi-46 120 23 n n PRON jbi-46 120 24 - - PUNCT jbi-46 120 25 grams gram NOUN jbi-46 120 26 , , PUNCT jbi-46 120 27 1 1 NUM jbi-46 120 28 < < X jbi-46 120 29 n n X jbi-46 120 30 < < X jbi-46 120 31 l. l. NOUN jbi-46 120 32 for for ADP jbi-46 120 33 each each DET jbi-46 120 34 segment segment NOUN jbi-46 120 35 , , PUNCT jbi-46 120 36 by by ADP jbi-46 120 37 looking look VERB jbi-46 120 38 up up ADP jbi-46 120 39 the the DET jbi-46 120 40 n n NOUN jbi-46 120 41 - - PUNCT jbi-46 120 42 grams gram NOUN jbi-46 120 43 in in ADP jbi-46 120 44 the the DET jbi-46 120 45 list list NOUN jbi-46 120 46 of of ADP jbi-46 120 47 association association NOUN jbi-46 120 48 rules rule NOUN jbi-46 120 49 learned learn VERB jbi-46 120 50 earlier early ADV jbi-46 120 51 , , PUNCT jbi-46 120 52 sccp sccp PROPN jbi-46 120 53 obtains obtain VERB jbi-46 120 54 a a DET jbi-46 120 55 number number NOUN jbi-46 120 56 of of ADP jbi-46 120 57 matching match VERB jbi-46 120 58 rules rule NOUN jbi-46 120 59 with with ADP jbi-46 120 60 confidence confidence NOUN jbi-46 120 61 and and CCONJ jbi-46 120 62 support support NOUN jbi-46 120 63 scores score NOUN jbi-46 120 64 above above ADP jbi-46 120 65 the the DET jbi-46 120 66 thresholds threshold NOUN jbi-46 120 67 . . PUNCT jbi-46 121 1 the the DET jbi-46 121 2 matching matching NOUN jbi-46 121 3 rules rule NOUN jbi-46 121 4 are be AUX jbi-46 121 5 ranked rank VERB jbi-46 121 6 according accord VERB jbi-46 121 7 to to ADP jbi-46 121 8 the the DET jbi-46 121 9 following follow VERB jbi-46 121 10 criteria criterion NOUN jbi-46 121 11 applied apply VERB jbi-46 121 12 in in ADP jbi-46 121 13 this this DET jbi-46 121 14 order order NOUN jbi-46 121 15 : : PUNCT jbi-46 121 16 the the DET jbi-46 121 17 length length NOUN jbi-46 121 18 of of ADP jbi-46 121 19 the the DET jbi-46 121 20 n n CCONJ jbi-46 121 21 - - PUNCT jbi-46 121 22 gram gram NOUN jbi-46 121 23 ( ( PUNCT jbi-46 121 24 i.e. i.e. X jbi-46 121 25 , , PUNCT jbi-46 121 26 n n CCONJ jbi-46 121 27 ) ) PUNCT jbi-46 121 28 , , PUNCT jbi-46 121 29 the the DET jbi-46 121 30 location location NOUN jbi-46 121 31 of of ADP jbi-46 121 32 the the DET jbi-46 121 33 n n CCONJ jbi-46 121 34 - - PUNCT jbi-46 121 35 gram gram NOUN jbi-46 121 36 in in ADP jbi-46 121 37 the the DET jbi-46 121 38 segment segment NOUN jbi-46 121 39 , , PUNCT jbi-46 121 40 the the DET jbi-46 121 41 support support NOUN jbi-46 121 42 score score NOUN jbi-46 121 43 , , PUNCT jbi-46 121 44 and and CCONJ jbi-46 121 45 the the DET jbi-46 121 46 confidence confidence NOUN jbi-46 121 47 score score NOUN jbi-46 121 48 . . PUNCT jbi-46 122 1 rules rule NOUN jbi-46 122 2 containing contain VERB jbi-46 122 3 longer long ADJ jbi-46 122 4 n n CCONJ jbi-46 122 5 - - PUNCT jbi-46 122 6 grams gram NOUN jbi-46 122 7 are be AUX jbi-46 122 8 ranked rank VERB jbi-46 122 9 higher higher ADV jbi-46 122 10 . . PUNCT jbi-46 123 1 rules rule NOUN jbi-46 123 2 matching match VERB jbi-46 123 3 n n CCONJ jbi-46 123 4 - - PUNCT jbi-46 123 5 grams gram NOUN jbi-46 123 6 closer close ADJ jbi-46 123 7 to to ADP jbi-46 123 8 the the DET jbi-46 123 9 beginning beginning NOUN jbi-46 123 10 of of ADP jbi-46 123 11 the the DET jbi-46 123 12 segment segment NOUN jbi-46 123 13 are be AUX jbi-46 123 14 ranked rank VERB jbi-46 123 15 higher higher ADV jbi-46 123 16 . . PUNCT jbi-46 124 1 the the DET jbi-46 124 2 support support NOUN jbi-46 124 3 score score NOUN jbi-46 124 4 takes take VERB jbi-46 124 5 priority priority NOUN jbi-46 124 6 over over ADP jbi-46 124 7 the the DET jbi-46 124 8 confidence confidence NOUN jbi-46 124 9 score score NOUN jbi-46 124 10 to to PART jbi-46 124 11 favor favor VERB jbi-46 124 12 the the DET jbi-46 124 13 rules rule NOUN jbi-46 124 14 with with ADP jbi-46 124 15 more more ADV jbi-46 124 16 frequent frequent ADJ jbi-46 124 17 n n CCONJ jbi-46 124 18 - - PUNCT jbi-46 124 19 grams gram NOUN jbi-46 124 20 . . PUNCT jbi-46 125 1 the the DET jbi-46 125 2 top top ADJ jbi-46 125 3 ranked rank VERB jbi-46 125 4 rule rule NOUN jbi-46 125 5 determines determine VERB jbi-46 125 6 the the DET jbi-46 125 7 tag tag NOUN jbi-46 125 8 for for ADP jbi-46 125 9 the the DET jbi-46 125 10 segment segment NOUN jbi-46 125 11 . . PUNCT jbi-46 126 1 sccp sccp PROPN jbi-46 126 2 is be AUX jbi-46 126 3 also also ADV jbi-46 126 4 designed design VERB jbi-46 126 5 to to PART jbi-46 126 6 recognize recognize VERB jbi-46 126 7 simple simple ADJ jbi-46 126 8 character character NOUN jbi-46 126 9 patterns pattern NOUN jbi-46 126 10 of of ADP jbi-46 126 11 the the DET jbi-46 126 12 elements element NOUN jbi-46 126 13 containing contain VERB jbi-46 126 14 no no DET jbi-46 126 15 words word NOUN jbi-46 126 16 . . PUNCT jbi-46 127 1 the the DET jbi-46 127 2 current current ADJ jbi-46 127 3 version version NOUN jbi-46 127 4 has have VERB jbi-46 127 5 only only ADV jbi-46 127 6 one one NUM jbi-46 127 7 such such ADJ jbi-46 127 8 pattern pattern NOUN jbi-46 127 9 for for ADP jbi-46 127 10 recognizing recognize VERB jbi-46 127 11 chromosome chromosome NOUN jbi-46 127 12 counts count NOUN jbi-46 127 13 which which PRON jbi-46 127 14 take take VERB jbi-46 127 15 a a DET jbi-46 127 16 form form NOUN jbi-46 127 17 like like ADP jbi-46 127 18 “ " PUNCT jbi-46 127 19 2n 2n NUM jbi-46 127 20 = = SYM jbi-46 127 21 24 24 NUM jbi-46 127 22 ” " PUNCT jbi-46 127 23 or or CCONJ jbi-46 127 24 “ " PUNCT jbi-46 127 25 x x SYM jbi-46 127 26 = = SYM jbi-46 127 27 12 12 NUM jbi-46 127 28 ” " PUNCT jbi-46 127 29 in in ADP jbi-46 127 30 description description NOUN jbi-46 127 31 text text NOUN jbi-46 127 32 . . PUNCT jbi-46 128 1 experiments experiment NOUN jbi-46 128 2 with with ADP jbi-46 128 3 martt martt NOUN jbi-46 128 4 the the DET jbi-46 128 5 data data NOUN jbi-46 128 6 sets set VERB jbi-46 128 7 for for ADP jbi-46 128 8 the the DET jbi-46 128 9 experiments experiment NOUN jbi-46 128 10 were be AUX jbi-46 128 11 taken take VERB jbi-46 128 12 from from ADP jbi-46 128 13 the the DET jbi-46 128 14 published publish VERB jbi-46 128 15 volumes volume NOUN jbi-46 128 16 of of ADP jbi-46 128 17 flora flora NOUN jbi-46 128 18 of of ADP jbi-46 128 19 china china PROPN jbi-46 128 20 ( ( PUNCT jbi-46 128 21 foc foc PROPN jbi-46 128 22 ) ) PUNCT jbi-46 128 23 , , PUNCT jbi-46 128 24 flora flora NOUN jbi-46 128 25 of of ADP jbi-46 128 26 north north PROPN jbi-46 128 27 america america PROPN jbi-46 128 28 ( ( PUNCT jbi-46 128 29 fna fna PROPN jbi-46 128 30 ) ) PUNCT jbi-46 128 31 , , PUNCT jbi-46 128 32 and and CCONJ jbi-46 128 33 the the DET jbi-46 128 34 monograph monograph NOUN jbi-46 128 35 of of ADP jbi-46 128 36 flora flora NOUN jbi-46 128 37 of of ADP jbi-46 128 38 north north ADJ jbi-46 128 39 central central PROPN jbi-46 128 40 texas texas PROPN jbi-46 128 41 ( ( PUNCT jbi-46 128 42 fnct fnct PROPN jbi-46 128 43 ) ) PUNCT jbi-46 128 44 with with ADP jbi-46 128 45 permission permission NOUN jbi-46 128 46 . . PUNCT jbi-46 129 1 three three NUM jbi-46 129 2 sets set NOUN jbi-46 129 3 of of ADP jbi-46 129 4 training training NOUN jbi-46 129 5 examples example NOUN jbi-46 129 6 were be AUX jbi-46 129 7 manually manually ADV jbi-46 129 8 prepared prepare VERB jbi-46 129 9 , , PUNCT jbi-46 129 10 including include VERB jbi-46 129 11 378 378 NUM jbi-46 129 12 examples example NOUN jbi-46 129 13 selected select VERB jbi-46 129 14 from from ADP jbi-46 129 15 12,000 12,000 NUM jbi-46 129 16 foc foc ADJ jbi-46 129 17 descriptions description NOUN jbi-46 129 18 , , PUNCT jbi-46 129 19 310 310 NUM jbi-46 129 20 from from ADP jbi-46 129 21 1300 1300 NUM jbi-46 129 22 fna fna NOUN jbi-46 129 23 descriptions description NOUN jbi-46 129 24 , , PUNCT jbi-46 129 25 and and CCONJ jbi-46 129 26 378 378 NUM jbi-46 129 27 from from ADP jbi-46 129 28 1200 1200 NUM jbi-46 129 29 fnct fnct ADJ jbi-46 129 30 descriptions.the descriptions.the DET jbi-46 129 31 tags tag NOUN jbi-46 129 32 used use VERB jbi-46 129 33 in in ADP jbi-46 129 34 the the DET jbi-46 129 35 training training NOUN jbi-46 129 36 examples example NOUN jbi-46 129 37 and and CCONJ jbi-46 129 38 the the DET jbi-46 129 39 resultant resultant NOUN jbi-46 129 40 xml xml NOUN jbi-46 129 41 documents document NOUN jbi-46 129 42 , , PUNCT jbi-46 129 43 such such ADJ jbi-46 129 44 as as ADP jbi-46 129 45 “ " PUNCT jbi-46 129 46 plant plant NOUN jbi-46 129 47 habit habit NOUN jbi-46 129 48 and and CCONJ jbi-46 129 49 life life NOUN jbi-46 129 50 style style NOUN jbi-46 129 51 ” " PUNCT jbi-46 129 52 , , PUNCT jbi-46 129 53 were be AUX jbi-46 129 54 defined define VERB jbi-46 129 55 in in ADP jbi-46 129 56 an an DET jbi-46 129 57 xml xml NOUN jbi-46 129 58 schema schema NOUN jbi-46 129 59 ( ( PUNCT jbi-46 129 60 cui cui NOUN jbi-46 129 61 , , PUNCT jbi-46 129 62 2005a 2005a NUM jbi-46 129 63 ) ) PUNCT jbi-46 129 64 . . PUNCT jbi-46 130 1 the the DET jbi-46 130 2 schema schema NOUN jbi-46 130 3 was be AUX jbi-46 130 4 a a DET jbi-46 130 5 result result NOUN jbi-46 130 6 of of ADP jbi-46 130 7 consulting consult VERB jbi-46 130 8 a a DET jbi-46 130 9 number number NOUN jbi-46 130 10 of of ADP jbi-46 130 11 sources source NOUN jbi-46 130 12 , , PUNCT jbi-46 130 13 including include VERB jbi-46 130 14 a a DET jbi-46 130 15 plant plant NOUN jbi-46 130 16 systematics systematics NOUN jbi-46 130 17 textbook textbook NOUN jbi-46 130 18 cui cui NOUN jbi-46 130 19 – – PUNCT jbi-46 130 20 converting convert VERB jbi-46 130 21 taxonomic taxonomic ADJ jbi-46 130 22 descriptions description NOUN jbi-46 130 23 to to ADP jbi-46 130 24 new new ADJ jbi-46 130 25 digital digital ADJ jbi-46 130 26 formats format NOUN jbi-46 130 27 25 25 NUM jbi-46 130 28 ( ( PUNCT jbi-46 130 29 radford radford PROPN jbi-46 130 30 , , PUNCT jbi-46 130 31 1986 1986 NUM jbi-46 130 32 ) ) PUNCT jbi-46 130 33 , , PUNCT jbi-46 130 34 the the DET jbi-46 130 35 delta delta NOUN jbi-46 130 36 format format NOUN jbi-46 130 37 ( ( PUNCT jbi-46 130 38 dallwitz dallwitz PROPN jbi-46 130 39 , , PUNCT jbi-46 130 40 1980 1980 NUM jbi-46 130 41 ) ) PUNCT jbi-46 130 42 , , PUNCT jbi-46 130 43 and and CCONJ jbi-46 130 44 a a DET jbi-46 130 45 plant plant NOUN jbi-46 130 46 taxonomist taxonomist NOUN jbi-46 130 47 . . PUNCT jbi-46 131 1 the the DET jbi-46 131 2 standard standard ADJ jbi-46 131 3 10 10 NUM jbi-46 131 4 - - ADJ jbi-46 131 5 fold fold ADJ jbi-46 131 6 cross cross ADJ jbi-46 131 7 - - ADJ jbi-46 131 8 validation validation ADJ jbi-46 131 9 protocol protocol NOUN jbi-46 131 10 routinely routinely ADV jbi-46 131 11 used use VERB jbi-46 131 12 to to PART jbi-46 131 13 evaluate evaluate VERB jbi-46 131 14 performance performance NOUN jbi-46 131 15 of of ADP jbi-46 131 16 a a DET jbi-46 131 17 machine machine NOUN jbi-46 131 18 learning learn VERB jbi-46 131 19 system system NOUN jbi-46 131 20 was be AUX jbi-46 131 21 used use VERB jbi-46 131 22 to to PART jbi-46 131 23 obtain obtain VERB jbi-46 131 24 the the DET jbi-46 131 25 performance performance NOUN jbi-46 131 26 scores score NOUN jbi-46 131 27 of of ADP jbi-46 131 28 martt martt NOUN jbi-46 131 29 . . PUNCT jbi-46 132 1 according accord VERB jbi-46 132 2 to to ADP jbi-46 132 3 this this DET jbi-46 132 4 protocol protocol NOUN jbi-46 132 5 , , PUNCT jbi-46 132 6 each each DET jbi-46 132 7 set set NOUN jbi-46 132 8 of of ADP jbi-46 132 9 training training NOUN jbi-46 132 10 examples example NOUN jbi-46 132 11 was be AUX jbi-46 132 12 divided divide VERB jbi-46 132 13 into into ADP jbi-46 132 14 ten ten NUM jbi-46 132 15 equal equal ADJ jbi-46 132 16 - - PUNCT jbi-46 132 17 sized sized ADJ jbi-46 132 18 subsets subset NOUN jbi-46 132 19 . . PUNCT jbi-46 133 1 in in ADP jbi-46 133 2 each each DET jbi-46 133 3 run run NOUN jbi-46 133 4 , , PUNCT jbi-46 133 5 martt martt NOUN jbi-46 133 6 used use VERB jbi-46 133 7 nine nine NUM jbi-46 133 8 subsets subset NOUN jbi-46 133 9 to to PART jbi-46 133 10 learn learn VERB jbi-46 133 11 markup markup ADJ jbi-46 133 12 rules rule NOUN jbi-46 133 13 and and CCONJ jbi-46 133 14 then then ADV jbi-46 133 15 tested test VERB jbi-46 133 16 the the DET jbi-46 133 17 markup markup ADJ jbi-46 133 18 rules rule NOUN jbi-46 133 19 on on ADP jbi-46 133 20 the the DET jbi-46 133 21 tenth tenth ADJ jbi-46 133 22 subset subset NOUN jbi-46 133 23 . . PUNCT jbi-46 134 1 the the DET jbi-46 134 2 ten ten NUM jbi-46 134 3 subsets subset NOUN jbi-46 134 4 allowed allow VERB jbi-46 134 5 for for ADP jbi-46 134 6 ten ten NUM jbi-46 134 7 such such ADJ jbi-46 134 8 runs run NOUN jbi-46 134 9 , , PUNCT jbi-46 134 10 each each PRON jbi-46 134 11 with with ADP jbi-46 134 12 a a DET jbi-46 134 13 different different ADJ jbi-46 134 14 test test NOUN jbi-46 134 15 set set VERB jbi-46 134 16 . . PUNCT jbi-46 135 1 the the DET jbi-46 135 2 average average ADJ jbi-46 135 3 performance performance NOUN jbi-46 135 4 over over ADP jbi-46 135 5 the the DET jbi-46 135 6 ten ten NUM jbi-46 135 7 runs run NOUN jbi-46 135 8 was be AUX jbi-46 135 9 recorded record VERB jbi-46 135 10 as as ADP jbi-46 135 11 the the DET jbi-46 135 12 final final ADJ jbi-46 135 13 performance performance NOUN jbi-46 135 14 score score NOUN jbi-46 135 15 on on ADP jbi-46 135 16 a a DET jbi-46 135 17 collection collection NOUN jbi-46 135 18 . . PUNCT jbi-46 136 1 the the DET jbi-46 136 2 soundness soundness NOUN jbi-46 136 3 and and CCONJ jbi-46 136 4 completeness completeness NOUN jbi-46 136 5 of of ADP jbi-46 136 6 the the DET jbi-46 136 7 markup markup NOUN jbi-46 136 8 produced produce VERB jbi-46 136 9 by by ADP jbi-46 136 10 martt martt NOUN jbi-46 136 11 were be AUX jbi-46 136 12 measured measure VERB jbi-46 136 13 element element NOUN jbi-46 136 14 by by ADP jbi-46 136 15 element element NOUN jbi-46 136 16 ( ( PUNCT jbi-46 136 17 i.e. i.e. X jbi-46 136 18 , , PUNCT jbi-46 136 19 node node NOUN jbi-46 136 20 by by ADP jbi-46 136 21 node node NOUN jbi-46 136 22 ) ) PUNCT jbi-46 136 23 . . PUNCT jbi-46 137 1 the the DET jbi-46 137 2 soundness soundness NOUN jbi-46 137 3 was be AUX jbi-46 137 4 measured measure VERB jbi-46 137 5 by by ADP jbi-46 137 6 precision precision NOUN jbi-46 137 7 ( ( PUNCT jbi-46 137 8 p p NOUN jbi-46 137 9 ) ) PUNCT jbi-46 137 10 , , PUNCT jbi-46 137 11 which which PRON jbi-46 137 12 was be AUX jbi-46 137 13 defined define VERB jbi-46 137 14 as as ADP jbi-46 137 15 the the DET jbi-46 137 16 ratio ratio NOUN jbi-46 137 17 of of ADP jbi-46 137 18 the the DET jbi-46 137 19 text text NOUN jbi-46 137 20 segments segment NOUN jbi-46 137 21 tagged tag VERB jbi-46 137 22 as as ADP jbi-46 137 23 an an DET jbi-46 137 24 element element NOUN jbi-46 137 25 e e NOUN jbi-46 137 26 correctly correctly ADV jbi-46 137 27 and and CCONJ jbi-46 137 28 the the DET jbi-46 137 29 total total ADJ jbi-46 137 30 segments segment NOUN jbi-46 137 31 tagged tag VERB jbi-46 137 32 as as ADP jbi-46 137 33 e e NOUN jbi-46 137 34 by by ADP jbi-46 137 35 the the DET jbi-46 137 36 algorithm algorithm NOUN jbi-46 137 37 . . PUNCT jbi-46 138 1 the the DET jbi-46 138 2 completeness completeness NOUN jbi-46 138 3 was be AUX jbi-46 138 4 measured measure VERB jbi-46 138 5 by by ADP jbi-46 138 6 recall recall NOUN jbi-46 138 7 ( ( PUNCT jbi-46 138 8 r r NOUN jbi-46 138 9 ) ) PUNCT jbi-46 138 10 , , PUNCT jbi-46 138 11 which which PRON jbi-46 138 12 was be AUX jbi-46 138 13 defined define VERB jbi-46 138 14 as as ADP jbi-46 138 15 the the DET jbi-46 138 16 ratio ratio NOUN jbi-46 138 17 of of ADP jbi-46 138 18 the the DET jbi-46 138 19 text text NOUN jbi-46 138 20 segments segment NOUN jbi-46 138 21 tagged tag VERB jbi-46 138 22 as as ADP jbi-46 138 23 e e NOUN jbi-46 138 24 by by ADP jbi-46 138 25 the the DET jbi-46 138 26 algorithm algorithm NOUN jbi-46 138 27 correctly correctly ADV jbi-46 138 28 and and CCONJ jbi-46 138 29 the the DET jbi-46 138 30 total total ADJ jbi-46 138 31 e e NOUN jbi-46 138 32 segments segment NOUN jbi-46 138 33 in in ADP jbi-46 138 34 the the DET jbi-46 138 35 collection collection NOUN jbi-46 138 36 . . PUNCT jbi-46 139 1 the the DET jbi-46 139 2 harmonic harmonic ADJ jbi-46 139 3 mean mean NOUN jbi-46 139 4 of of ADP jbi-46 139 5 recall recall NOUN jbi-46 139 6 and and CCONJ jbi-46 139 7 precision precision NOUN jbi-46 139 8 , , PUNCT jbi-46 139 9 f f X jbi-46 139 10 - - PUNCT jbi-46 139 11 measure measure NOUN jbi-46 139 12 = = SYM jbi-46 139 13 2pr 2pr NUM jbi-46 139 14 / / SYM jbi-46 139 15 ( ( PUNCT jbi-46 139 16 p p X jbi-46 139 17 + + X jbi-46 139 18 r r NOUN jbi-46 139 19 ) ) PUNCT jbi-46 139 20 , , PUNCT jbi-46 139 21 was be AUX jbi-46 139 22 then then ADV jbi-46 139 23 calculated calculate VERB jbi-46 139 24 . . PUNCT jbi-46 140 1 precision precision NOUN jbi-46 140 2 , , PUNCT jbi-46 140 3 recall recall NOUN jbi-46 140 4 and and CCONJ jbi-46 140 5 f f X jbi-46 140 6 - - PUNCT jbi-46 140 7 measure measure NOUN jbi-46 140 8 are be AUX jbi-46 140 9 standard standard ADJ jbi-46 140 10 measures measure NOUN jbi-46 140 11 routinely routinely ADV jbi-46 140 12 used use VERB jbi-46 140 13 to to PART jbi-46 140 14 evaluate evaluate VERB jbi-46 140 15 performance performance NOUN jbi-46 140 16 of of ADP jbi-46 140 17 information information NOUN jbi-46 140 18 retrieval retrieval NOUN jbi-46 140 19 systems system NOUN jbi-46 140 20 . . PUNCT jbi-46 141 1 these these DET jbi-46 141 2 measures measure NOUN jbi-46 141 3 were be AUX jbi-46 141 4 borrowed borrow VERB jbi-46 141 5 to to PART jbi-46 141 6 measure measure VERB jbi-46 141 7 the the DET jbi-46 141 8 soundness soundness NOUN jbi-46 141 9 and and CCONJ jbi-46 141 10 completeness completeness NOUN jbi-46 141 11 of of ADP jbi-46 141 12 tag tag NOUN jbi-46 141 13 assignments assignment NOUN jbi-46 141 14 . . PUNCT jbi-46 142 1 the the DET jbi-46 142 2 performance performance NOUN jbi-46 142 3 of of ADP jbi-46 142 4 martt martt NOUN jbi-46 142 5 on on ADP jbi-46 142 6 the the DET jbi-46 142 7 main main ADJ jbi-46 142 8 organ organ NOUN jbi-46 142 9 level level NOUN jbi-46 142 10 markup markup NOUN jbi-46 142 11 on on ADP jbi-46 142 12 each each DET jbi-46 142 13 training training NOUN jbi-46 142 14 set set NOUN jbi-46 142 15 using use VERB jbi-46 142 16 sccp sccp PROPN jbi-46 142 17 learning learning NOUN jbi-46 142 18 and and CCONJ jbi-46 142 19 markup markup ADJ jbi-46 142 20 algorithm algorithm NOUN jbi-46 142 21 is be AUX jbi-46 142 22 shown show VERB jbi-46 142 23 in in ADP jbi-46 142 24 table table NOUN jbi-46 142 25 1 1 NUM jbi-46 142 26 . . PUNCT jbi-46 143 1 the the DET jbi-46 143 2 performance performance NOUN jbi-46 143 3 on on ADP jbi-46 143 4 each each DET jbi-46 143 5 flora flora NOUN jbi-46 143 6 is be AUX jbi-46 143 7 displayed display VERB jbi-46 143 8 element element NOUN jbi-46 143 9 by by ADP jbi-46 143 10 element element NOUN jbi-46 143 11 with with ADP jbi-46 143 12 four four NUM jbi-46 143 13 columns column NOUN jbi-46 143 14 : : PUNCT jbi-46 143 15 the the DET jbi-46 143 16 number number NOUN jbi-46 143 17 of of ADP jbi-46 143 18 examples example NOUN jbi-46 143 19 ( ( PUNCT jbi-46 143 20 n n CCONJ jbi-46 143 21 ) ) PUNCT jbi-46 143 22 , , PUNCT jbi-46 143 23 precision precision NOUN jbi-46 143 24 ( ( PUNCT jbi-46 143 25 p p NOUN jbi-46 143 26 ) ) PUNCT jbi-46 143 27 , , PUNCT jbi-46 143 28 recall recall INTJ jbi-46 143 29 ( ( PUNCT jbi-46 143 30 r r NOUN jbi-46 143 31 ) ) PUNCT jbi-46 143 32 , , PUNCT jbi-46 143 33 and and CCONJ jbi-46 143 34 fmeasure fmeasure NOUN jbi-46 143 35 ( ( PUNCT jbi-46 143 36 f f NOUN jbi-46 143 37 ) ) PUNCT jbi-46 143 38 . . PUNCT jbi-46 144 1 note note VERB jbi-46 144 2 the the DET jbi-46 144 3 “ " PUNCT jbi-46 144 4 taxon taxon ADJ jbi-46 144 5 ” " PUNCT jbi-46 144 6 element element NOUN jbi-46 144 7 shown show VERB jbi-46 144 8 in in ADP jbi-46 144 9 figure figure NOUN jbi-46 144 10 1 1 NUM jbi-46 144 11 was be AUX jbi-46 144 12 a a DET jbi-46 144 13 result result NOUN jbi-46 144 14 of of ADP jbi-46 144 15 a a DET jbi-46 144 16 straightforward straightforward ADJ jbi-46 144 17 parsing parsing NOUN jbi-46 144 18 of of ADP jbi-46 144 19 the the DET jbi-46 144 20 text text NOUN jbi-46 144 21 and and CCONJ jbi-46 144 22 was be AUX jbi-46 144 23 not not PART jbi-46 144 24 involved involve VERB jbi-46 144 25 in in ADP jbi-46 144 26 the the DET jbi-46 144 27 learning learning NOUN jbi-46 144 28 process process NOUN jbi-46 144 29 . . PUNCT jbi-46 145 1 blanks blank NOUN jbi-46 145 2 ( ( PUNCT jbi-46 145 3 i.e. i.e. X jbi-46 145 4 no no DET jbi-46 145 5 data datum NOUN jbi-46 145 6 ) ) PUNCT jbi-46 145 7 in in ADP jbi-46 145 8 table table NOUN jbi-46 145 9 1 1 NUM jbi-46 145 10 were be AUX jbi-46 145 11 due due ADJ jbi-46 145 12 to to ADP jbi-46 145 13 the the DET jbi-46 145 14 variations variation NOUN jbi-46 145 15 in in ADP jbi-46 145 16 the the DET jbi-46 145 17 descriptions description NOUN jbi-46 145 18 , , PUNCT jbi-46 145 19 for for ADP jbi-46 145 20 example example NOUN jbi-46 145 21 , , PUNCT jbi-46 145 22 fnct fnct ADJ jbi-46 145 23 descriptions description NOUN jbi-46 145 24 include include VERB jbi-46 145 25 discussions discussion NOUN jbi-46 145 26 about about ADP jbi-46 145 27 the the DET jbi-46 145 28 taxa taxa NOUN jbi-46 145 29 , , PUNCT jbi-46 145 30 while while SCONJ jbi-46 145 31 fna fna ADJ jbi-46 145 32 and and CCONJ jbi-46 145 33 foc foc PROPN jbi-46 145 34 do do VERB jbi-46 145 35 not not PART jbi-46 145 36 . . PUNCT jbi-46 146 1 the the DET jbi-46 146 2 overall overall ADJ jbi-46 146 3 performance performance NOUN jbi-46 146 4 across across ADP jbi-46 146 5 all all DET jbi-46 146 6 elements element NOUN jbi-46 146 7 is be AUX jbi-46 146 8 a a DET jbi-46 146 9 weighted weighted ADJ jbi-46 146 10 average average NOUN jbi-46 146 11 of of ADP jbi-46 146 12 recalls recall NOUN jbi-46 146 13 on on ADP jbi-46 146 14 n n CCONJ jbi-46 146 15 , , PUNCT jbi-46 146 16 indicating indicate VERB jbi-46 146 17 the the DET jbi-46 146 18 percentage percentage NOUN jbi-46 146 19 of of ADP jbi-46 146 20 correctly correctly ADV jbi-46 146 21 tagged tag VERB jbi-46 146 22 segments segment NOUN jbi-46 146 23 . . PUNCT jbi-46 147 1 without without ADP jbi-46 147 2 any any DET jbi-46 147 3 reconfiguration reconfiguration NOUN jbi-46 147 4 but but CCONJ jbi-46 147 5 relying rely VERB jbi-46 147 6 solely solely ADV jbi-46 147 7 on on ADP jbi-46 147 8 training training NOUN jbi-46 147 9 examples example NOUN jbi-46 147 10 , , PUNCT jbi-46 147 11 martt martt NOUN jbi-46 147 12 marked mark VERB jbi-46 147 13 94 94 NUM jbi-46 147 14 - - SYM jbi-46 147 15 98 98 NUM jbi-46 147 16 % % NOUN jbi-46 147 17 of of ADP jbi-46 147 18 segments segment NOUN jbi-46 147 19 correctly correctly ADV jbi-46 147 20 on on ADP jbi-46 147 21 different different ADJ jbi-46 147 22 collections collection NOUN jbi-46 147 23 ( ( PUNCT jbi-46 147 24 table table NOUN jbi-46 147 25 1 1 NUM jbi-46 147 26 ) ) PUNCT jbi-46 147 27 . . PUNCT jbi-46 148 1 martt martt NOUN jbi-46 148 2 then then ADV jbi-46 148 3 used use VERB jbi-46 148 4 sccp sccp PROPN jbi-46 148 5 and and CCONJ jbi-46 148 6 its its PRON jbi-46 148 7 learned learn VERB jbi-46 148 8 rules rule NOUN jbi-46 148 9 to to PART jbi-46 148 10 tag tag VERB jbi-46 148 11 the the DET jbi-46 148 12 entire entire ADJ jbi-46 148 13 collections collection NOUN jbi-46 148 14 of of ADP jbi-46 148 15 fna fna NOUN jbi-46 148 16 and and CCONJ jbi-46 148 17 foc foc VERB jbi-46 148 18 to to PART jbi-46 148 19 build build VERB jbi-46 148 20 the the DET jbi-46 148 21 markup markup ADJ jbi-46 148 22 rule rule NOUN jbi-46 148 23 bank bank NOUN jbi-46 148 24 . . PUNCT jbi-46 149 1 finally finally ADV jbi-46 149 2 , , PUNCT jbi-46 149 3 martt martt NOUN jbi-46 149 4 performance performance NOUN jbi-46 149 5 on on ADP jbi-46 149 6 fnct fnct NOUN jbi-46 149 7 using use VERB jbi-46 149 8 the the DET jbi-46 149 9 rule rule NOUN jbi-46 149 10 bank bank NOUN jbi-46 149 11 in in ADP jbi-46 149 12 different different ADJ jbi-46 149 13 ways way NOUN jbi-46 149 14 was be AUX jbi-46 149 15 compared compare VERB jbi-46 149 16 with with ADP jbi-46 149 17 the the DET jbi-46 149 18 performance performance NOUN jbi-46 149 19 without without ADP jbi-46 149 20 using use VERB jbi-46 149 21 the the DET jbi-46 149 22 rule rule NOUN jbi-46 149 23 bank bank NOUN jbi-46 149 24 . . PUNCT jbi-46 150 1 these these DET jbi-46 150 2 results result NOUN jbi-46 150 3 are be AUX jbi-46 150 4 shown show VERB jbi-46 150 5 in in ADP jbi-46 150 6 table table NOUN jbi-46 150 7 2 2 NUM jbi-46 150 8 . . PUNCT jbi-46 150 9 table table NOUN jbi-46 150 10 2 2 NUM jbi-46 150 11 shows show VERB jbi-46 150 12 the the DET jbi-46 150 13 performance performance NOUN jbi-46 150 14 of of ADP jbi-46 150 15 martt martt NOUN jbi-46 150 16 on on ADP jbi-46 150 17 fnct fnct NOUN jbi-46 150 18 with with ADP jbi-46 150 19 three three NUM jbi-46 150 20 different different ADJ jbi-46 150 21 settings setting NOUN jbi-46 150 22 : : PUNCT jbi-46 150 23 the the DET jbi-46 150 24 first first ADJ jbi-46 150 25 was be AUX jbi-46 150 26 the the DET jbi-46 150 27 normal normal ADJ jbi-46 150 28 training training NOUN jbi-46 150 29 and and CCONJ jbi-46 150 30 learning learning NOUN jbi-46 150 31 process process NOUN jbi-46 150 32 done do VERB jbi-46 150 33 by by ADP jbi-46 150 34 sccp sccp PROPN jbi-46 150 35 , , PUNCT jbi-46 150 36 the the DET jbi-46 150 37 second second ADJ jbi-46 150 38 used use VERB jbi-46 150 39 the the DET jbi-46 150 40 rule rule NOUN jbi-46 150 41 bank bank NOUN jbi-46 150 42 alone alone ADJ jbi-46 150 43 without without ADP jbi-46 150 44 sccp sccp PROPN jbi-46 150 45 learning learn VERB jbi-46 150 46 from from ADP jbi-46 150 47 the the DET jbi-46 150 48 training training NOUN jbi-46 150 49 examples example NOUN jbi-46 150 50 , , PUNCT jbi-46 150 51 and and CCONJ jbi-46 150 52 the the DET jbi-46 150 53 third third ADJ jbi-46 150 54 used use VERB jbi-46 150 55 both both PRON jbi-46 150 56 — — PUNCT jbi-46 150 57 martt martt NOUN jbi-46 150 58 first first ADV jbi-46 150 59 queried query VERB jbi-46 150 60 the the DET jbi-46 150 61 rule rule NOUN jbi-46 150 62 bank bank NOUN jbi-46 150 63 , , PUNCT jbi-46 150 64 if if SCONJ jbi-46 150 65 no no DET jbi-46 150 66 good good ADJ jbi-46 150 67 rule rule NOUN jbi-46 150 68 was be AUX jbi-46 150 69 returned return VERB jbi-46 150 70 , , PUNCT jbi-46 150 71 it it PRON jbi-46 150 72 used use VERB jbi-46 150 73 the the DET jbi-46 150 74 rules rule NOUN jbi-46 150 75 sccp sccp PROPN jbi-46 150 76 learned learn VERB jbi-46 150 77 from from ADP jbi-46 150 78 the the DET jbi-46 150 79 training training NOUN jbi-46 150 80 examples example NOUN jbi-46 150 81 . . PUNCT jbi-46 151 1 in in ADP jbi-46 151 2 other other ADJ jbi-46 151 3 words word NOUN jbi-46 151 4 , , PUNCT jbi-46 151 5 in in ADP jbi-46 151 6 this this DET jbi-46 151 7 setting setting NOUN jbi-46 151 8 , , PUNCT jbi-46 151 9 the the DET jbi-46 151 10 rule rule NOUN jbi-46 151 11 bank bank NOUN jbi-46 151 12 was be AUX jbi-46 151 13 used use VERB jbi-46 151 14 as as ADP jbi-46 151 15 the the DET jbi-46 151 16 primary primary ADJ jbi-46 151 17 knowledge knowledge NOUN jbi-46 151 18 source source NOUN jbi-46 151 19 while while SCONJ jbi-46 151 20 the the DET jbi-46 151 21 training training NOUN jbi-46 151 22 data datum NOUN jbi-46 151 23 was be AUX jbi-46 151 24 secondary secondary ADJ jbi-46 151 25 . . PUNCT jbi-46 152 1 the the DET jbi-46 152 2 results result NOUN jbi-46 152 3 show show VERB jbi-46 152 4 higher high ADJ jbi-46 152 5 precision precision NOUN jbi-46 152 6 scores score NOUN jbi-46 152 7 when when SCONJ jbi-46 152 8 the the DET jbi-46 152 9 rule rule NOUN jbi-46 152 10 bank bank NOUN jbi-46 152 11 alone alone ADV jbi-46 152 12 is be AUX jbi-46 152 13 used use VERB jbi-46 152 14 , , PUNCT jbi-46 152 15 suggesting suggest VERB jbi-46 152 16 the the DET jbi-46 152 17 rules rule NOUN jbi-46 152 18 learned learn VERB jbi-46 152 19 from from ADP jbi-46 152 20 fna fna NOUN jbi-46 152 21 and and CCONJ jbi-46 152 22 foc foc PROPN jbi-46 152 23 are be AUX jbi-46 152 24 in in ADP jbi-46 152 25 general general ADJ jbi-46 152 26 highly highly ADV jbi-46 152 27 reliable reliable ADJ jbi-46 152 28 and and CCONJ jbi-46 152 29 applicable applicable ADJ jbi-46 152 30 on on ADP jbi-46 152 31 fnct fnct ADJ jbi-46 152 32 . . PUNCT jbi-46 153 1 one one NUM jbi-46 153 2 exception exception NOUN jbi-46 153 3 here here ADV jbi-46 153 4 is be AUX jbi-46 153 5 the the DET jbi-46 153 6 discussion discussion NOUN jbi-46 153 7 element element NOUN jbi-46 153 8 . . PUNCT jbi-46 154 1 this this PRON jbi-46 154 2 is be AUX jbi-46 154 3 due due ADJ jbi-46 154 4 to to ADP jbi-46 154 5 the the DET jbi-46 154 6 fact fact NOUN jbi-46 154 7 that that SCONJ jbi-46 154 8 fna fna NOUN jbi-46 154 9 and and CCONJ jbi-46 154 10 foc foc PROPN jbi-46 154 11 do do AUX jbi-46 154 12 not not PART jbi-46 154 13 include include VERB jbi-46 154 14 any any DET jbi-46 154 15 discussions discussion NOUN jbi-46 154 16 in in ADP jbi-46 154 17 descriptions description NOUN jbi-46 154 18 ( ( PUNCT jbi-46 154 19 see see VERB jbi-46 154 20 table table NOUN jbi-46 154 21 1 1 NUM jbi-46 154 22 , , PUNCT jbi-46 154 23 n n DET jbi-46 154 24 column column NOUN jbi-46 154 25 ) ) PUNCT jbi-46 154 26 , , PUNCT jbi-46 154 27 so so SCONJ jbi-46 154 28 nothing nothing PRON jbi-46 154 29 about about ADP jbi-46 154 30 discussion discussion NOUN jbi-46 154 31 can can AUX jbi-46 154 32 be be AUX jbi-46 154 33 learned learn VERB jbi-46 154 34 from from ADP jbi-46 154 35 fna fna NOUN jbi-46 154 36 or or CCONJ jbi-46 154 37 foc foc PROPN jbi-46 154 38 . . PROPN jbi-46 154 39 martt martt PROPN jbi-46 154 40 assumed assume VERB jbi-46 154 41 that that SCONJ jbi-46 154 42 segments segment NOUN jbi-46 154 43 that that PRON jbi-46 154 44 did do AUX jbi-46 154 45 not not PART jbi-46 154 46 belong belong VERB jbi-46 154 47 to to ADP jbi-46 154 48 any any DET jbi-46 154 49 other other ADJ jbi-46 154 50 elements element NOUN jbi-46 154 51 were be AUX jbi-46 154 52 discussion discussion NOUN jbi-46 154 53 , , PUNCT jbi-46 154 54 resulting result VERB jbi-46 154 55 in in ADP jbi-46 154 56 a a DET jbi-46 154 57 high high ADJ jbi-46 154 58 recall recall NOUN jbi-46 154 59 ( ( PUNCT jbi-46 154 60 98 98 NUM jbi-46 154 61 % % NOUN jbi-46 154 62 ) ) PUNCT jbi-46 155 1 yet yet CCONJ jbi-46 155 2 a a DET jbi-46 155 3 low low ADJ jbi-46 155 4 precision precision NOUN jbi-46 155 5 ( ( PUNCT jbi-46 155 6 58 58 NUM jbi-46 155 7 % % NOUN jbi-46 155 8 ) ) PUNCT jbi-46 155 9 . . PUNCT jbi-46 156 1 the the DET jbi-46 156 2 other other ADJ jbi-46 156 3 exception exception NOUN jbi-46 156 4 is be AUX jbi-46 156 5 on on ADP jbi-46 156 6 phenology phenology NOUN jbi-46 156 7 element element NOUN jbi-46 156 8 . . PUNCT jbi-46 157 1 fna fna NOUN jbi-46 157 2 contains contain VERB jbi-46 157 3 little little ADJ jbi-46 157 4 information information NOUN jbi-46 157 5 on on ADP jbi-46 157 6 phenology phenology NOUN jbi-46 157 7 . . PUNCT jbi-46 158 1 in in ADP jbi-46 158 2 foc foc PROPN jbi-46 158 3 , , PUNCT jbi-46 158 4 all all DET jbi-46 158 5 phenology phenology NOUN jbi-46 158 6 elements element NOUN jbi-46 158 7 start start VERB jbi-46 158 8 either either CCONJ jbi-46 158 9 with with ADP jbi-46 158 10 “ " PUNCT jbi-46 158 11 fl fl PROPN jbi-46 158 12 . . PUNCT jbi-46 158 13 ” " PUNCT jbi-46 158 14 for for ADP jbi-46 158 15 flowering flowering NOUN jbi-46 158 16 time time NOUN jbi-46 158 17 or or CCONJ jbi-46 158 18 “ " PUNCT jbi-46 158 19 fr fr NOUN jbi-46 158 20 . . PUNCT jbi-46 158 21 ” " PUNCT jbi-46 158 22 for for ADP jbi-46 158 23 fruiting fruiting NOUN jbi-46 158 24 time time NOUN jbi-46 158 25 , , PUNCT jbi-46 158 26 while while SCONJ jbi-46 158 27 fnct fnct ADJ jbi-46 158 28 uses use VERB jbi-46 158 29 normal normal ADJ jbi-46 158 30 english english PROPN jbi-46 158 31 to to PART jbi-46 158 32 describe describe VERB jbi-46 158 33 when when SCONJ jbi-46 158 34 a a DET jbi-46 158 35 plant plant NOUN jbi-46 158 36 gives give VERB jbi-46 158 37 flowers flower NOUN jbi-46 158 38 or or CCONJ jbi-46 158 39 fruits fruit NOUN jbi-46 158 40 . . PUNCT jbi-46 159 1 thus thus ADV jbi-46 159 2 the the DET jbi-46 159 3 rules rule NOUN jbi-46 159 4 learned learn VERB jbi-46 159 5 from from ADP jbi-46 159 6 foc foc PROPN jbi-46 159 7 do do AUX jbi-46 159 8 not not PART jbi-46 159 9 apply apply VERB jbi-46 159 10 to to ADP jbi-46 159 11 fnct fnct NOUN jbi-46 159 12 . . PUNCT jbi-46 160 1 the the DET jbi-46 160 2 lower low ADJ jbi-46 160 3 recall recall NOUN jbi-46 160 4 scores score NOUN jbi-46 160 5 ( ( PUNCT jbi-46 160 6 especially especially ADV jbi-46 160 7 on on ADP jbi-46 160 8 flowers flower NOUN jbi-46 160 9 , , PUNCT jbi-46 160 10 only only ADV jbi-46 160 11 0.34 0.34 NUM jbi-46 160 12 ) ) PUNCT jbi-46 160 13 are be AUX jbi-46 160 14 due due ADJ jbi-46 160 15 to to ADP jbi-46 160 16 the the DET jbi-46 160 17 limited limited ADJ jbi-46 160 18 coverage coverage NOUN jbi-46 160 19 of of ADP jbi-46 160 20 the the DET jbi-46 160 21 rules rule NOUN jbi-46 160 22 — — PUNCT jbi-46 160 23 which which PRON jbi-46 160 24 were be AUX jbi-46 160 25 learned learn VERB jbi-46 160 26 from from ADP jbi-46 160 27 only only ADV jbi-46 160 28 two two NUM jbi-46 160 29 other other ADJ jbi-46 160 30 floras flora NOUN jbi-46 160 31 ( ( PUNCT jbi-46 160 32 the the DET jbi-46 160 33 published publish VERB jbi-46 160 34 volumes volume NOUN jbi-46 160 35 only only ADV jbi-46 160 36 ) ) PUNCT jbi-46 160 37 . . PUNCT jbi-46 161 1 overall overall ADV jbi-46 161 2 , , PUNCT jbi-46 161 3 the the DET jbi-46 161 4 rule rule NOUN jbi-46 161 5 bank bank NOUN jbi-46 161 6 alone alone ADV jbi-46 161 7 tagged tag VERB jbi-46 161 8 69 69 NUM jbi-46 161 9 % % NOUN jbi-46 161 10 of of ADP jbi-46 161 11 all all DET jbi-46 161 12 segments segment NOUN jbi-46 161 13 from from ADP jbi-46 161 14 fnct fnct NOUN jbi-46 161 15 correctly correctly ADV jbi-46 161 16 . . PUNCT jbi-46 162 1 the the DET jbi-46 162 2 correct correct ADJ jbi-46 162 3 ratio ratio NOUN jbi-46 162 4 of of ADP jbi-46 162 5 using use VERB jbi-46 162 6 training training NOUN jbi-46 162 7 examples example NOUN jbi-46 162 8 alone alone ADV jbi-46 162 9 was be AUX jbi-46 162 10 94 94 NUM jbi-46 162 11 % % NOUN jbi-46 162 12 . . PUNCT jbi-46 163 1 when when SCONJ jbi-46 163 2 the the DET jbi-46 163 3 rule rule NOUN jbi-46 163 4 bank bank PROPN jbi-46 163 5 and and CCONJ jbi-46 163 6 the the DET jbi-46 163 7 training training NOUN jbi-46 163 8 are be AUX jbi-46 163 9 combined combine VERB jbi-46 163 10 , , PUNCT jbi-46 163 11 the the DET jbi-46 163 12 overall overall ADJ jbi-46 163 13 performance performance NOUN jbi-46 163 14 is be AUX jbi-46 163 15 improved improve VERB jbi-46 163 16 from from ADP jbi-46 163 17 94 94 NUM jbi-46 163 18 % % NOUN jbi-46 163 19 to to ADP jbi-46 163 20 95%—the 95%—the PRON jbi-46 163 21 rule rule NOUN jbi-46 163 22 bank bank PROPN jbi-46 163 23 helped help VERB jbi-46 163 24 to to PART jbi-46 163 25 correct correct VERB jbi-46 163 26 1/6 1/6 NUM jbi-46 163 27 of of ADP jbi-46 163 28 the the DET jbi-46 163 29 errors error NOUN jbi-46 163 30 made make VERB jbi-46 163 31 by by ADP jbi-46 163 32 sccp sccp PROPN jbi-46 163 33 . . PUNCT jbi-46 164 1 more more ADV jbi-46 164 2 interestingly interestingly ADV jbi-46 164 3 , , PUNCT jbi-46 164 4 when when SCONJ jbi-46 164 5 martt martt NOUN jbi-46 164 6 used use VERB jbi-46 164 7 the the DET jbi-46 164 8 training training NOUN jbi-46 164 9 examples example NOUN jbi-46 164 10 as as ADP jbi-46 164 11 the the DET jbi-46 164 12 primary primary ADJ jbi-46 164 13 knowledge knowledge NOUN jbi-46 164 14 source source NOUN jbi-46 164 15 and and CCONJ jbi-46 164 16 the the DET jbi-46 164 17 rule rule NOUN jbi-46 164 18 bank bank PROPN jbi-46 164 19 secondary secondary ADJ jbi-46 164 20 , , PUNCT jbi-46 164 21 the the DET jbi-46 164 22 performance performance NOUN jbi-46 164 23 improvement improvement NOUN jbi-46 164 24 was be AUX jbi-46 164 25 not not PART jbi-46 164 26 that that ADV jbi-46 164 27 obvious obvious ADJ jbi-46 164 28 , , PUNCT jbi-46 164 29 suggesting suggest VERB jbi-46 164 30 the the DET jbi-46 164 31 rule rule NOUN jbi-46 164 32 bank bank NOUN jbi-46 164 33 was be AUX jbi-46 164 34 a a DET jbi-46 164 35 more more ADV jbi-46 164 36 reliable reliable ADJ jbi-46 164 37 source source NOUN jbi-46 164 38 than than ADP jbi-46 164 39 the the DET jbi-46 164 40 training training NOUN jbi-46 164 41 examples example NOUN jbi-46 164 42 , , PUNCT jbi-46 164 43 even even ADV jbi-46 164 44 though though SCONJ jbi-46 164 45 the the DET jbi-46 164 46 rule rule NOUN jbi-46 164 47 bank bank NOUN jbi-46 164 48 was be AUX jbi-46 164 49 created create VERB jbi-46 164 50 from from ADP jbi-46 164 51 other other ADJ jbi-46 164 52 collections collection NOUN jbi-46 164 53 . . PUNCT jbi-46 165 1 cui cui NOUN jbi-46 165 2 – – PUNCT jbi-46 165 3 converting convert VERB jbi-46 165 4 taxonomic taxonomic ADJ jbi-46 165 5 descriptions description NOUN jbi-46 165 6 to to ADP jbi-46 165 7 new new ADJ jbi-46 165 8 digital digital ADJ jbi-46 165 9 formats format NOUN jbi-46 165 10 26 26 NUM jbi-46 165 11 table table NOUN jbi-46 165 12 1 1 NUM jbi-46 165 13 : : PUNCT jbi-46 165 14 martt martt NOUN jbi-46 165 15 performance performance NOUN jbi-46 165 16 in in ADP jbi-46 165 17 precision precision NOUN jbi-46 165 18 , , PUNCT jbi-46 165 19 recall recall NOUN jbi-46 165 20 , , PUNCT jbi-46 165 21 and and CCONJ jbi-46 165 22 f f X jbi-46 165 23 - - PUNCT jbi-46 165 24 measure measure NOUN jbi-46 165 25 on on ADP jbi-46 165 26 fna fna PROPN jbi-46 165 27 , , PUNCT jbi-46 165 28 foc foc VERB jbi-46 165 29 , , PUNCT jbi-46 165 30 and and CCONJ jbi-46 165 31 fnct fnct ADJ jbi-46 165 32 using use VERB jbi-46 165 33 sccp sccp PROPN jbi-46 165 34 fnan fnan PROPN jbi-46 166 1 p p PROPN jbi-46 166 2 r r NOUN jbi-46 166 3 f f X jbi-46 166 4 foc foc PROPN jbi-46 166 5 - - PUNCT jbi-46 166 6 n n NOUN jbi-46 166 7 p p NOUN jbi-46 166 8 r r NOUN jbi-46 166 9 f f X jbi-46 166 10 fnctn fnctn PRON jbi-46 166 11 p p NOUN jbi-46 166 12 r r NOUN jbi-46 166 13 f f PROPN jbi-46 166 14 plant plant NOUN jbi-46 166 15 habit habit NOUN jbi-46 166 16 and and CCONJ jbi-46 166 17 life life NOUN jbi-46 166 18 style style NOUN jbi-46 166 19 202 202 NUM jbi-46 166 20 0.98 0.98 NUM jbi-46 166 21 1.00 1.00 NUM jbi-46 166 22 0.99 0.99 NUM jbi-46 166 23 241 241 NUM jbi-46 166 24 0.99 0.99 NUM jbi-46 166 25 0.99 0.99 NUM jbi-46 166 26 0.99 0.99 NUM jbi-46 166 27 298 298 NUM jbi-46 166 28 0.94 0.94 NUM jbi-46 166 29 0 0 NUM jbi-46 166 30 . . PUNCT jbi-46 167 1 9 9 NUM jbi-46 167 2 0 0 NUM jbi-46 167 3 0.92 0.92 NUM jbi-46 167 4 roots root NOUN jbi-46 167 5 28 28 NUM jbi-46 167 6 1.00 1.00 NUM jbi-46 167 7 0.94 0.94 NUM jbi-46 167 8 0.97 0.97 NUM jbi-46 167 9 30 30 NUM jbi-46 167 10 0.95 0.95 NUM jbi-46 167 11 0.90 0.90 NUM jbi-46 167 12 0.92 0.92 NUM jbi-46 167 13 6 6 NUM jbi-46 167 14 0.83 0.83 NUM jbi-46 167 15 0 0 NUM jbi-46 167 16 . . PUNCT jbi-46 168 1 7 7 NUM jbi-46 168 2 2 2 NUM jbi-46 168 3 0.77 0.77 NUM jbi-46 168 4 buds bud NOUN jbi-46 168 5 21 21 NUM jbi-46 168 6 0.97 0.97 NUM jbi-46 168 7 0.93 0.93 NUM jbi-46 168 8 0.95 0.95 NUM jbi-46 168 9 11 11 NUM jbi-46 168 10 0.87 0.87 NUM jbi-46 168 11 0.95 0.95 NUM jbi-46 168 12 0.91 0.91 NUM jbi-46 168 13 4 4 NUM jbi-46 168 14 0.50 0.50 NUM jbi-46 168 15 0 0 NUM jbi-46 168 16 . . PUNCT jbi-46 169 1 5 5 NUM jbi-46 169 2 0 0 NUM jbi-46 169 3 0.50 0.50 NUM jbi-46 169 4 stems stem VERB jbi-46 169 5 230 230 NUM jbi-46 169 6 0.92 0.92 NUM jbi-46 169 7 0.98 0.98 NUM jbi-46 169 8 0.95 0.95 NUM jbi-46 169 9 278 278 NUM jbi-46 169 10 0.92 0.92 NUM jbi-46 169 11 0.97 0.97 NUM jbi-46 169 12 0.94 0.94 NUM jbi-46 169 13 111 111 NUM jbi-46 169 14 0.92 0.92 NUM jbi-46 169 15 0 0 NUM jbi-46 169 16 . . PUNCT jbi-46 170 1 9 9 NUM jbi-46 170 2 1 1 NUM jbi-46 170 3 0.91 0.91 NUM jbi-46 170 4 leaves leave VERB jbi-46 170 5 296 296 NUM jbi-46 170 6 0.99 0.99 NUM jbi-46 170 7 0.98 0.98 NUM jbi-46 170 8 0.98 0.98 NUM jbi-46 170 9 343 343 NUM jbi-46 170 10 0.97 0.97 NUM jbi-46 170 11 0.98 0.98 NUM jbi-46 170 12 0.98 0.98 NUM jbi-46 170 13 270 270 NUM jbi-46 170 14 0.93 0.93 NUM jbi-46 170 15 0 0 NUM jbi-46 170 16 . . PUNCT jbi-46 171 1 9 9 NUM jbi-46 171 2 4 4 NUM jbi-46 171 3 0.93 0.93 NUM jbi-46 171 4 flowers flower NOUN jbi-46 171 5 198 198 NUM jbi-46 171 6 1.00 1.00 NUM jbi-46 171 7 0.99 0.99 NUM jbi-46 171 8 0.99 0.99 NUM jbi-46 171 9 345 345 NUM jbi-46 171 10 0.99 0.99 NUM jbi-46 171 11 0.99 0.99 NUM jbi-46 171 12 0.99 0.99 NUM jbi-46 171 13 307 307 NUM jbi-46 171 14 0.94 0.94 NUM jbi-46 171 15 0 0 NUM jbi-46 171 16 . . PUNCT jbi-46 172 1 9 9 NUM jbi-46 172 2 4 4 NUM jbi-46 172 3 0.94 0.94 NUM jbi-46 172 4 fruit fruit NOUN jbi-46 172 5 192 192 NUM jbi-46 172 6 0.98 0.98 NUM jbi-46 172 7 0.96 0.96 NUM jbi-46 172 8 0.97 0.97 NUM jbi-46 172 9 233 233 NUM jbi-46 172 10 0.98 0.98 NUM jbi-46 172 11 0.96 0.96 NUM jbi-46 172 12 0.97 0.97 NUM jbi-46 172 13 178 178 NUM jbi-46 172 14 0.94 0.94 NUM jbi-46 172 15 0 0 NUM jbi-46 172 16 . . PUNCT jbi-46 172 17 8 8 NUM jbi-46 172 18 8 8 NUM jbi-46 172 19 0.91 0.91 NUM jbi-46 172 20 cones cone NOUN jbi-46 172 21 20 20 NUM jbi-46 172 22 0.98 0.98 NUM jbi-46 172 23 0.96 0.96 NUM jbi-46 172 24 0.97 0.97 NUM jbi-46 172 25 14 14 NUM jbi-46 172 26 0.97 0.97 NUM jbi-46 172 27 0.95 0.95 NUM jbi-46 172 28 0.96 0.96 NUM jbi-46 172 29 3 3 NUM jbi-46 172 30 0.89 0.89 NUM jbi-46 172 31 0 0 NUM jbi-46 172 32 . . PUNCT jbi-46 173 1 7 7 NUM jbi-46 173 2 8 8 NUM jbi-46 173 3 0.83 0.83 NUM jbi-46 173 4 seeds seed NOUN jbi-46 173 5 119 119 NUM jbi-46 173 6 1.00 1.00 NUM jbi-46 173 7 0.98 0.98 NUM jbi-46 173 8 0.99 0.99 NUM jbi-46 173 9 115 115 NUM jbi-46 173 10 0.98 0.98 NUM jbi-46 173 11 0.98 0.98 NUM jbi-46 173 12 0.98 0.98 NUM jbi-46 173 13 31 31 NUM jbi-46 173 14 0.99 0.99 NUM jbi-46 173 15 0 0 NUM jbi-46 173 16 . . PUNCT jbi-46 174 1 9 9 NUM jbi-46 174 2 7 7 NUM jbi-46 174 3 0.98 0.98 NUM jbi-46 174 4 spore spore ADJ jbi-46 174 5 - - PUNCT jbi-46 174 6 related relate VERB jbi-46 174 7 structures structure NOUN jbi-46 174 8 68 68 NUM jbi-46 174 9 0.97 0.97 NUM jbi-46 174 10 0.96 0.96 NUM jbi-46 174 11 0.96 0.96 NUM jbi-46 174 12 7 7 NUM jbi-46 174 13 0.57 0.57 NUM jbi-46 174 14 0 0 NUM jbi-46 174 15 . . PUNCT jbi-46 175 1 5 5 NUM jbi-46 175 2 0 0 NUM jbi-46 175 3 0.53 0.53 NUM jbi-46 175 4 gametophyte gametophyte NOUN jbi-46 175 5 19 19 NUM jbi-46 175 6 1.00 1.00 NUM jbi-46 175 7 0.96 0.96 NUM jbi-46 175 8 0.98 0.98 NUM jbi-46 175 9 chromosomes chromosome NOUN jbi-46 175 10 191 191 NUM jbi-46 175 11 0.97 0.97 NUM jbi-46 175 12 0.89 0.89 NUM jbi-46 175 13 0.93 0.93 NUM jbi-46 175 14 53 53 NUM jbi-46 175 15 1.00 1.00 NUM jbi-46 175 16 1.00 1.00 NUM jbi-46 175 17 1.00 1.00 NUM jbi-46 175 18 3 3 NUM jbi-46 175 19 1.00 1.00 NUM jbi-46 175 20 1 1 NUM jbi-46 175 21 . . PUNCT jbi-46 175 22 0 0 NUM jbi-46 175 23 0 0 NUM jbi-46 175 24 1.00 1.00 NUM jbi-46 175 25 phenology phenology NOUN jbi-46 175 26 269 269 NUM jbi-46 175 27 1.00 1.00 NUM jbi-46 175 28 1.00 1.00 NUM jbi-46 175 29 1.00 1.00 NUM jbi-46 175 30 234 234 NUM jbi-46 175 31 0.97 0.97 NUM jbi-46 175 32 0 0 NUM jbi-46 175 33 . . PUNCT jbi-46 176 1 9 9 NUM jbi-46 176 2 8 8 NUM jbi-46 176 3 0.97 0.97 NUM jbi-46 176 4 discussion discussion NOUN jbi-46 176 5 638 638 NUM jbi-46 176 6 0.95 0.95 NUM jbi-46 176 7 0 0 NUM jbi-46 176 8 . . PUNCT jbi-46 177 1 9 9 NUM jbi-46 177 2 7 7 NUM jbi-46 177 3 0.96 0.96 NUM jbi-46 177 4 total total ADJ jbi-46 177 5 1584 1584 NUM jbi-46 177 6 1932 1932 NUM jbi-46 177 7 2090 2090 NUM jbi-46 177 8 overall overall ADV jbi-46 177 9 0.97 0.97 NUM jbi-46 177 10 0.98 0.98 NUM jbi-46 177 11 0.94 0.94 NUM jbi-46 177 12 further further ADJ jbi-46 177 13 markup markup NOUN jbi-46 177 14 to to ADP jbi-46 177 15 the the DET jbi-46 177 16 sub sub ADJ jbi-46 177 17 - - ADJ jbi-46 177 18 organ organ ADJ jbi-46 177 19 level level NOUN jbi-46 177 20 involves involve VERB jbi-46 177 21 more more ADJ jbi-46 177 22 than than ADP jbi-46 177 23 240 240 NUM jbi-46 177 24 elements element NOUN jbi-46 177 25 . . PUNCT jbi-46 178 1 the the DET jbi-46 178 2 element element NOUN jbi-46 178 3 - - PUNCT jbi-46 178 4 by by ADP jbi-46 178 5 - - PUNCT jbi-46 178 6 element element NOUN jbi-46 178 7 performance performance NOUN jbi-46 178 8 scores score NOUN jbi-46 178 9 are be AUX jbi-46 178 10 shown show VERB jbi-46 178 11 in in ADP jbi-46 178 12 the the DET jbi-46 178 13 appendix appendix NOUN jbi-46 178 14 . . PUNCT jbi-46 179 1 in in ADP jbi-46 179 2 the the DET jbi-46 179 3 appendix appendix NOUN jbi-46 179 4 the the DET jbi-46 179 5 hierarchical hierarchical ADJ jbi-46 179 6 relations relation NOUN jbi-46 179 7 between between ADP jbi-46 179 8 elements element NOUN jbi-46 179 9 are be AUX jbi-46 179 10 denoted denote VERB jbi-46 179 11 by by ADP jbi-46 179 12 “ " PUNCT jbi-46 179 13 / / SYM jbi-46 179 14 ” " PUNCT jbi-46 179 15 . . PUNCT jbi-46 180 1 “ " PUNCT jbi-46 180 2 phls phls NOUN jbi-46 180 3 / / SYM jbi-46 180 4 leaves leave NOUN jbi-46 180 5 ” " PUNCT jbi-46 180 6 may may AUX jbi-46 180 7 seem seem VERB jbi-46 180 8 strange strange ADJ jbi-46 180 9 , , PUNCT jbi-46 180 10 but but CCONJ jbi-46 180 11 this this PRON jbi-46 180 12 was be AUX jbi-46 180 13 how how SCONJ jbi-46 180 14 some some DET jbi-46 180 15 descriptions description NOUN jbi-46 180 16 had have AUX jbi-46 180 17 been be AUX jbi-46 180 18 written write VERB jbi-46 180 19 . . PUNCT jbi-46 181 1 martt martt NOUN jbi-46 181 2 made make VERB jbi-46 181 3 no no DET jbi-46 181 4 attempt attempt NOUN jbi-46 181 5 to to PART jbi-46 181 6 rearrange rearrange VERB jbi-46 181 7 original original ADJ jbi-46 181 8 descriptions description NOUN jbi-46 181 9 . . PUNCT jbi-46 182 1 the the DET jbi-46 182 2 results result NOUN jbi-46 182 3 suggest suggest VERB jbi-46 182 4 that that SCONJ jbi-46 182 5 at at ADP jbi-46 182 6 this this DET jbi-46 182 7 markup markup ADJ jbi-46 182 8 granularity granularity NOUN jbi-46 182 9 , , PUNCT jbi-46 182 10 there there PRON jbi-46 182 11 are be VERB jbi-46 182 12 more more ADJ jbi-46 182 13 cases case NOUN jbi-46 182 14 of of ADP jbi-46 182 15 other other ADJ jbi-46 182 16 features feature NOUN jbi-46 182 17 element element NOUN jbi-46 182 18 to to PART jbi-46 182 19 accommodate accommodate VERB jbi-46 182 20 sub sub NOUN jbi-46 182 21 - - NOUN jbi-46 182 22 organs organ NOUN jbi-46 182 23 not not PART jbi-46 182 24 covered cover VERB jbi-46 182 25 by by ADP jbi-46 182 26 the the DET jbi-46 182 27 xml xml NOUN jbi-46 182 28 schema schema NOUN jbi-46 182 29 . . PUNCT jbi-46 183 1 further far ADV jbi-46 183 2 , , PUNCT jbi-46 183 3 variations variation NOUN jbi-46 183 4 in in ADP jbi-46 183 5 element element ADJ jbi-46 183 6 distributions distribution NOUN jbi-46 183 7 across across ADP jbi-46 183 8 collections collection NOUN jbi-46 183 9 and and CCONJ jbi-46 183 10 within within ADP jbi-46 183 11 collections collection NOUN jbi-46 183 12 are be AUX jbi-46 183 13 more more ADV jbi-46 183 14 evident evident ADJ jbi-46 183 15 . . PUNCT jbi-46 184 1 the the DET jbi-46 184 2 data datum NOUN jbi-46 184 3 also also ADV jbi-46 184 4 show show VERB jbi-46 184 5 that that SCONJ jbi-46 184 6 many many ADJ jbi-46 184 7 elements element NOUN jbi-46 184 8 have have VERB jbi-46 184 9 only only ADV jbi-46 184 10 one one NUM jbi-46 184 11 training training NOUN jbi-46 184 12 example example NOUN jbi-46 184 13 , , PUNCT jbi-46 184 14 which which PRON jbi-46 184 15 inevitably inevitably ADV jbi-46 184 16 results result VERB jbi-46 184 17 in in ADP jbi-46 184 18 zero zero NUM jbi-46 184 19 performance performance NOUN jbi-46 184 20 , , PUNCT jbi-46 184 21 because because SCONJ jbi-46 184 22 in in ADP jbi-46 184 23 a a DET jbi-46 184 24 10 10 NUM jbi-46 184 25 - - ADJ jbi-46 184 26 fold fold ADJ jbi-46 184 27 cross cross NOUN jbi-46 184 28 - - NOUN jbi-46 184 29 validation validation NOUN jbi-46 184 30 , , PUNCT jbi-46 184 31 the the DET jbi-46 184 32 training training NOUN jbi-46 184 33 example example NOUN jbi-46 184 34 is be AUX jbi-46 184 35 either either CCONJ jbi-46 184 36 placed place VERB jbi-46 184 37 in in ADP jbi-46 184 38 the the DET jbi-46 184 39 training training NOUN jbi-46 184 40 set set NOUN jbi-46 184 41 , , PUNCT jbi-46 184 42 leaving leave VERB jbi-46 184 43 no no DET jbi-46 184 44 test test NOUN jbi-46 184 45 data datum NOUN jbi-46 184 46 , , PUNCT jbi-46 184 47 or or CCONJ jbi-46 184 48 in in ADP jbi-46 184 49 the the DET jbi-46 184 50 test test NOUN jbi-46 184 51 set set NOUN jbi-46 184 52 , , PUNCT jbi-46 184 53 leaving leave VERB jbi-46 184 54 no no DET jbi-46 184 55 training training NOUN jbi-46 184 56 data datum NOUN jbi-46 184 57 . . PUNCT jbi-46 185 1 excluding exclude VERB jbi-46 185 2 these these DET jbi-46 185 3 elements element NOUN jbi-46 185 4 , , PUNCT jbi-46 185 5 the the DET jbi-46 185 6 overall overall ADJ jbi-46 185 7 markup markup ADJ jbi-46 185 8 performance performance NOUN jbi-46 185 9 at at ADP jbi-46 185 10 this this DET jbi-46 185 11 level level NOUN jbi-46 185 12 is be AUX jbi-46 185 13 91 91 NUM jbi-46 185 14 % % NOUN jbi-46 185 15 for for ADP jbi-46 185 16 fna fna NOUN jbi-46 185 17 , , PUNCT jbi-46 185 18 94 94 NUM jbi-46 185 19 % % NOUN jbi-46 185 20 for for ADP jbi-46 185 21 foc foc PROPN jbi-46 185 22 , , PUNCT jbi-46 185 23 and and CCONJ jbi-46 185 24 89 89 NUM jbi-46 185 25 % % NOUN jbi-46 185 26 for for ADP jbi-46 185 27 fnct fnct ADJ jbi-46 185 28 ( ( PUNCT jbi-46 185 29 this this DET jbi-46 185 30 figure figure NOUN jbi-46 185 31 drops drop VERB jbi-46 185 32 to to ADP jbi-46 185 33 87 87 NUM jbi-46 185 34 % % NOUN jbi-46 185 35 if if SCONJ jbi-46 185 36 discussion discussion NOUN jbi-46 185 37 element element NOUN jbi-46 185 38 is be AUX jbi-46 185 39 excluded exclude VERB jbi-46 185 40 ) ) PUNCT jbi-46 185 41 . . PUNCT jbi-46 186 1 the the DET jbi-46 186 2 overall overall ADJ jbi-46 186 3 performance performance NOUN jbi-46 186 4 is be AUX jbi-46 186 5 1 1 NUM jbi-46 186 6 % % NOUN jbi-46 186 7 lower low ADJ jbi-46 186 8 if if SCONJ jbi-46 186 9 these these DET jbi-46 186 10 elements element NOUN jbi-46 186 11 are be AUX jbi-46 186 12 counted count VERB jbi-46 186 13 . . PUNCT jbi-46 187 1 the the DET jbi-46 187 2 calculation calculation NOUN jbi-46 187 3 of of ADP jbi-46 187 4 the the DET jbi-46 187 5 overall overall ADJ jbi-46 187 6 performance performance NOUN jbi-46 187 7 only only ADV jbi-46 187 8 involves involve VERB jbi-46 187 9 the the DET jbi-46 187 10 terminal terminal ADJ jbi-46 187 11 elements element NOUN jbi-46 187 12 and and CCONJ jbi-46 187 13 not not PART jbi-46 187 14 their their PRON jbi-46 187 15 parent parent NOUN jbi-46 187 16 organ organ NOUN jbi-46 187 17 elements element NOUN jbi-46 187 18 . . PUNCT jbi-46 188 1 we we PRON jbi-46 188 2 evaluated evaluate VERB jbi-46 188 3 the the DET jbi-46 188 4 reusability reusability NOUN jbi-46 188 5 of of ADP jbi-46 188 6 the the DET jbi-46 188 7 rule rule NOUN jbi-46 188 8 bank bank NOUN jbi-46 188 9 at at ADP jbi-46 188 10 sub sub ADJ jbi-46 188 11 - - ADJ jbi-46 188 12 organ organ ADJ jbi-46 188 13 level level NOUN jbi-46 188 14 markup markup NOUN jbi-46 188 15 as as ADV jbi-46 188 16 well well ADV jbi-46 188 17 , , PUNCT jbi-46 188 18 but but CCONJ jbi-46 188 19 limited limit VERB jbi-46 188 20 the the DET jbi-46 188 21 evaluation evaluation NOUN jbi-46 188 22 in in ADP jbi-46 188 23 stems stem NOUN jbi-46 188 24 , , PUNCT jbi-46 188 25 leaves leave NOUN jbi-46 188 26 , , PUNCT jbi-46 188 27 flowers flower NOUN jbi-46 188 28 , , PUNCT jbi-46 188 29 and and CCONJ jbi-46 188 30 fruit fruit NOUN jbi-46 188 31 four four NUM jbi-46 188 32 elements element NOUN jbi-46 188 33 since since SCONJ jbi-46 188 34 other other ADJ jbi-46 188 35 main main ADJ jbi-46 188 36 organ organ NOUN jbi-46 188 37 elements element NOUN jbi-46 188 38 in in ADP jbi-46 188 39 fnct fnct PROPN jbi-46 188 40 either either CCONJ jbi-46 188 41 do do AUX jbi-46 188 42 not not PART jbi-46 188 43 have have VERB jbi-46 188 44 enough enough ADJ jbi-46 188 45 examples example NOUN jbi-46 188 46 ( ( PUNCT jbi-46 188 47 e.g. e.g. ADV jbi-46 188 48 , , PUNCT jbi-46 188 49 roots root NOUN jbi-46 188 50 , , PUNCT jbi-46 188 51 buds bud NOUN jbi-46 188 52 , , PUNCT jbi-46 188 53 cones cone NOUN jbi-46 188 54 , , PUNCT jbi-46 188 55 spore spore ADJ jbi-46 188 56 - - PUNCT jbi-46 188 57 related relate VERB jbi-46 188 58 structures structure NOUN jbi-46 188 59 , , PUNCT jbi-46 188 60 and and CCONJ jbi-46 188 61 chromosomes chromosome NOUN jbi-46 188 62 ) ) PUNCT jbi-46 188 63 , , PUNCT jbi-46 188 64 or or CCONJ jbi-46 188 65 do do AUX jbi-46 188 66 not not PART jbi-46 188 67 have have VERB jbi-46 188 68 a a DET jbi-46 188 69 counterpart counterpart NOUN jbi-46 188 70 in in ADP jbi-46 188 71 fna fna NOUN jbi-46 188 72 or or CCONJ jbi-46 188 73 foc foc ADJ jbi-46 188 74 ( ( PUNCT jbi-46 188 75 e.g. e.g. ADV jbi-46 188 76 , , PUNCT jbi-46 188 77 discussion discussion NOUN jbi-46 188 78 ) ) PUNCT jbi-46 188 79 , , PUNCT jbi-46 188 80 or or CCONJ jbi-46 188 81 do do AUX jbi-46 188 82 not not PART jbi-46 188 83 have have VERB jbi-46 188 84 a a DET jbi-46 188 85 good good ADJ jbi-46 188 86 number number NOUN jbi-46 188 87 of of ADP jbi-46 188 88 sub sub NOUN jbi-46 188 89 - - NOUN jbi-46 188 90 elements element NOUN jbi-46 188 91 ( ( PUNCT jbi-46 188 92 e.g. e.g. ADV jbi-46 188 93 , , PUNCT jbi-46 188 94 plant plant NOUN jbi-46 188 95 habit habit NOUN jbi-46 188 96 and and CCONJ jbi-46 188 97 life life NOUN jbi-46 188 98 style style NOUN jbi-46 188 99 , , PUNCT jbi-46 188 100 seeds seed NOUN jbi-46 188 101 , , PUNCT jbi-46 188 102 and and CCONJ jbi-46 188 103 phenology phenology NOUN jbi-46 188 104 ) ) PUNCT jbi-46 188 105 to to PART jbi-46 188 106 make make VERB jbi-46 188 107 the the DET jbi-46 188 108 evaluation evaluation NOUN jbi-46 188 109 interesting interesting ADJ jbi-46 188 110 ( ( PUNCT jbi-46 188 111 see see VERB jbi-46 188 112 the the DET jbi-46 188 113 appendix appendix NOUN jbi-46 188 114 ) ) PUNCT jbi-46 188 115 . . PUNCT jbi-46 189 1 the the DET jbi-46 189 2 results result NOUN jbi-46 189 3 of of ADP jbi-46 189 4 the the DET jbi-46 189 5 evaluation evaluation NOUN jbi-46 189 6 in in ADP jbi-46 189 7 stems stem NOUN jbi-46 189 8 , , PUNCT jbi-46 189 9 leaves leave NOUN jbi-46 189 10 , , PUNCT jbi-46 189 11 fruits fruit NOUN jbi-46 189 12 , , PUNCT jbi-46 189 13 and and CCONJ jbi-46 189 14 flowers flower NOUN jbi-46 189 15 elements element NOUN jbi-46 189 16 are be AUX jbi-46 189 17 shown show VERB jbi-46 189 18 in in ADP jbi-46 189 19 table table NOUN jbi-46 189 20 3 3 NUM jbi-46 189 21 - - SYM jbi-46 189 22 6 6 NUM jbi-46 189 23 respectively respectively ADV jbi-46 189 24 . . PUNCT jbi-46 190 1 improved improve VERB jbi-46 190 2 performance performance NOUN jbi-46 190 3 scores score NOUN jbi-46 190 4 ( ( PUNCT jbi-46 190 5 compared compare VERB jbi-46 190 6 to to ADP jbi-46 190 7 “ " PUNCT jbi-46 190 8 training train VERB jbi-46 190 9 alone alone ADV jbi-46 190 10 ” " PUNCT jbi-46 190 11 ) ) PUNCT jbi-46 190 12 are be AUX jbi-46 190 13 highlighted highlight VERB jbi-46 190 14 in in ADP jbi-46 190 15 the the DET jbi-46 190 16 tables table NOUN jbi-46 190 17 . . PUNCT jbi-46 191 1 the the DET jbi-46 191 2 results result NOUN jbi-46 191 3 show show VERB jbi-46 191 4 that that SCONJ jbi-46 191 5 the the DET jbi-46 191 6 sub sub ADJ jbi-46 191 7 - - ADJ jbi-46 191 8 organ organ ADJ jbi-46 191 9 level level NOUN jbi-46 191 10 markup markup NOUN jbi-46 191 11 in in ADP jbi-46 191 12 stems stem NOUN jbi-46 191 13 , , PUNCT jbi-46 191 14 leaves leave NOUN jbi-46 191 15 , , PUNCT jbi-46 191 16 and and CCONJ jbi-46 191 17 fruit fruit NOUN jbi-46 191 18 elements element NOUN jbi-46 191 19 benefits benefit NOUN jbi-46 191 20 from from ADP jbi-46 191 21 the the DET jbi-46 191 22 rule rule NOUN jbi-46 191 23 bank bank NOUN jbi-46 191 24 — — PUNCT jbi-46 191 25 using use VERB jbi-46 191 26 rule rule NOUN jbi-46 191 27 bank bank NOUN jbi-46 191 28 alone alone ADV jbi-46 191 29 achieved achieve VERB jbi-46 191 30 about about ADP jbi-46 191 31 the the DET jbi-46 191 32 same same ADJ jbi-46 191 33 level level NOUN jbi-46 191 34 of of ADP jbi-46 191 35 performance performance NOUN jbi-46 191 36 as as ADP jbi-46 191 37 that that PRON jbi-46 191 38 using use VERB jbi-46 191 39 hundreds hundred NOUN jbi-46 191 40 of of ADP jbi-46 191 41 training train VERB jbi-46 191 42 examples example NOUN jbi-46 191 43 . . PUNCT jbi-46 192 1 combining combine VERB jbi-46 192 2 the the DET jbi-46 192 3 rule rule NOUN jbi-46 192 4 bank bank NOUN jbi-46 192 5 and and CCONJ jbi-46 192 6 the the DET jbi-46 192 7 training training NOUN jbi-46 192 8 , , PUNCT jbi-46 192 9 the the DET jbi-46 192 10 performance performance NOUN jbi-46 192 11 was be AUX jbi-46 192 12 further far ADV jbi-46 192 13 improved improve VERB jbi-46 192 14 . . PUNCT jbi-46 193 1 however however ADV jbi-46 193 2 , , PUNCT jbi-46 193 3 for for ADP jbi-46 193 4 flowers flower NOUN jbi-46 193 5 element element NOUN jbi-46 193 6 , , PUNCT jbi-46 193 7 the the DET jbi-46 193 8 rule rule NOUN jbi-46 193 9 bank bank NOUN jbi-46 193 10 alone alone ADJ jbi-46 193 11 only only ADV jbi-46 193 12 marked mark VERB jbi-46 193 13 29 29 NUM jbi-46 193 14 % % NOUN jbi-46 193 15 of of ADP jbi-46 193 16 the the DET jbi-46 193 17 segments segment NOUN jbi-46 193 18 correctly correctly ADV jbi-46 193 19 . . PUNCT jbi-46 194 1 this this PRON jbi-46 194 2 is be AUX jbi-46 194 3 not not PART jbi-46 194 4 entirely entirely ADV jbi-46 194 5 supervising supervise VERB jbi-46 194 6 because because SCONJ jbi-46 194 7 1 1 NUM jbi-46 194 8 ) ) PUNCT jbi-46 194 9 the the DET jbi-46 194 10 flower flower NOUN jbi-46 194 11 is be AUX jbi-46 194 12 the the DET jbi-46 194 13 most most ADV jbi-46 194 14 complex complex ADJ jbi-46 194 15 organ organ NOUN jbi-46 194 16 of of ADP jbi-46 194 17 a a DET jbi-46 194 18 flowering flower VERB jbi-46 194 19 plant plant NOUN jbi-46 194 20 . . PUNCT jbi-46 195 1 2 2 X jbi-46 195 2 ) ) PUNCT jbi-46 195 3 fnct fnct NOUN jbi-46 195 4 contained contain VERB jbi-46 195 5 descriptions description NOUN jbi-46 195 6 of of ADP jbi-46 195 7 grass grass NOUN jbi-46 195 8 families family NOUN jbi-46 195 9 and and CCONJ jbi-46 195 10 hence hence ADV jbi-46 195 11 had have VERB jbi-46 195 12 specific specific ADJ jbi-46 195 13 sub sub NOUN jbi-46 195 14 - - NOUN jbi-46 195 15 organs organ NOUN jbi-46 195 16 of of ADP jbi-46 195 17 grass grass NOUN jbi-46 195 18 cui cui NOUN jbi-46 195 19 – – PUNCT jbi-46 195 20 converting convert VERB jbi-46 195 21 taxonomic taxonomic ADJ jbi-46 195 22 descriptions description NOUN jbi-46 195 23 to to ADP jbi-46 195 24 new new ADJ jbi-46 195 25 digital digital ADJ jbi-46 195 26 formats format NOUN jbi-46 195 27 27 27 NUM jbi-46 195 28 table table NOUN jbi-46 195 29 2 2 NUM jbi-46 195 30 : : PUNCT jbi-46 195 31 martt martt NOUN jbi-46 195 32 performance performance NOUN jbi-46 195 33 in in ADP jbi-46 195 34 precision precision NOUN jbi-46 195 35 , , PUNCT jbi-46 195 36 recall recall NOUN jbi-46 195 37 , , PUNCT jbi-46 195 38 and and CCONJ jbi-46 195 39 f f X jbi-46 195 40 - - PUNCT jbi-46 195 41 measure measure NOUN jbi-46 195 42 on on ADP jbi-46 195 43 fnct fnct PROPN jbi-46 195 44 w w PROPN jbi-46 195 45 / / PUNCT jbi-46 195 46 w/o w/o ADP jbi-46 195 47 the the DET jbi-46 195 48 rule rule NOUN jbi-46 195 49 bank bank PROPN jbi-46 195 50 fnct fnct ADJ jbi-46 195 51 training training NOUN jbi-46 195 52 alone alone ADJ jbi-46 195 53 rule rule NOUN jbi-46 195 54 bank bank PROPN jbi-46 195 55 alone alone ADV jbi-46 195 56 rule rule VERB jbi-46 195 57 bank bank NOUN jbi-46 195 58 + + CCONJ jbi-46 195 59 training training NOUN jbi-46 195 60 n n NOUN jbi-46 195 61 p p NOUN jbi-46 195 62 r r NOUN jbi-46 195 63 f f NOUN jbi-46 195 64 p p NOUN jbi-46 195 65 r r NOUN jbi-46 195 66 f f X jbi-46 195 67 p p NOUN jbi-46 195 68 r r NOUN jbi-46 195 69 f f PROPN jbi-46 195 70 plant plant NOUN jbi-46 195 71 habit habit NOUN jbi-46 195 72 and and CCONJ jbi-46 195 73 life life NOUN jbi-46 195 74 style style NOUN jbi-46 195 75 298 298 NUM jbi-46 195 76 0.94 0.94 NUM jbi-46 195 77 0.90 0.90 NUM jbi-46 195 78 0.92 0.92 NUM jbi-46 195 79 0.96 0.96 NUM jbi-46 195 80 0.63 0.63 NUM jbi-46 195 81 0.76 0.76 NUM jbi-46 195 82 0.93 0.93 NUM jbi-46 195 83 0.91 0.91 NUM jbi-46 195 84 0.92 0.92 NUM jbi-46 195 85 roots root NOUN jbi-46 195 86 6 6 NUM jbi-46 195 87 0.83 0.83 NUM jbi-46 195 88 0.72 0.72 NUM jbi-46 195 89 0.77 0.77 NUM jbi-46 195 90 0.83 0.83 NUM jbi-46 195 91 0.89 0.89 NUM jbi-46 195 92 0.86 0.86 NUM jbi-46 195 93 0.83 0.83 NUM jbi-46 195 94 0.89 0.89 NUM jbi-46 195 95 0.86 0.86 NUM jbi-46 195 96 buds bud NOUN jbi-46 195 97 4 4 NUM jbi-46 195 98 0.50 0.50 NUM jbi-46 195 99 0.50 0.50 NUM jbi-46 195 100 0.50 0.50 NUM jbi-46 195 101 0.75 0.75 NUM jbi-46 195 102 0.75 0.75 NUM jbi-46 195 103 0.75 0.75 NUM jbi-46 195 104 0.75 0.75 NUM jbi-46 195 105 0.75 0.75 NUM jbi-46 195 106 0.75 0.75 NUM jbi-46 195 107 stems stem VERB jbi-46 195 108 111 111 NUM jbi-46 195 109 0.92 0.92 NUM jbi-46 195 110 0.91 0.91 NUM jbi-46 195 111 0.91 0.91 NUM jbi-46 195 112 0.94 0.94 NUM jbi-46 195 113 0.88 0.88 NUM jbi-46 195 114 0.91 0.91 NUM jbi-46 195 115 0.89 0.89 NUM jbi-46 195 116 0.97 0.97 NUM jbi-46 195 117 0.93 0.93 NUM jbi-46 195 118 leaves leave NOUN jbi-46 195 119 270 270 NUM jbi-46 195 120 0.93 0.93 NUM jbi-46 195 121 0.94 0.94 NUM jbi-46 195 122 0.93 0.93 NUM jbi-46 195 123 0.98 0.98 NUM jbi-46 195 124 0.84 0.84 NUM jbi-46 195 125 0.90 0.90 NUM jbi-46 195 126 0.94 0.94 NUM jbi-46 195 127 0.95 0.95 NUM jbi-46 195 128 0.94 0.94 NUM jbi-46 195 129 flowers flower NOUN jbi-46 195 130 307 307 NUM jbi-46 195 131 0.94 0.94 NUM jbi-46 195 132 0.94 0.94 NUM jbi-46 195 133 0.94 0.94 NUM jbi-46 195 134 0.99 0.99 NUM jbi-46 195 135 0.34 0.34 NUM jbi-46 195 136 0.51 0.51 NUM jbi-46 195 137 0.96 0.96 NUM jbi-46 195 138 0.92 0.92 NUM jbi-46 195 139 0.94 0.94 NUM jbi-46 195 140 fruit fruit NOUN jbi-46 195 141 178 178 NUM jbi-46 195 142 0.94 0.94 NUM jbi-46 195 143 0.88 0.88 NUM jbi-46 195 144 0.91 0.91 NUM jbi-46 195 145 0.98 0.98 NUM jbi-46 195 146 0.83 0.83 NUM jbi-46 195 147 0.90 0.90 NUM jbi-46 195 148 0.93 0.93 NUM jbi-46 195 149 0.90 0.90 NUM jbi-46 195 150 0.92 0.92 NUM jbi-46 195 151 cones cone NOUN jbi-46 195 152 3 3 NUM jbi-46 195 153 0.89 0.89 NUM jbi-46 195 154 0.78 0.78 NUM jbi-46 195 155 0.83 0.83 NUM jbi-46 195 156 0.92 0.92 NUM jbi-46 195 157 0.83 0.83 NUM jbi-46 195 158 0.87 0.87 NUM jbi-46 195 159 0.93 0.93 NUM jbi-46 195 160 0.89 0.89 NUM jbi-46 195 161 0.91 0.91 NUM jbi-46 195 162 seeds seed NOUN jbi-46 195 163 31 31 NUM jbi-46 195 164 0.99 0.99 NUM jbi-46 195 165 0.97 0.97 NUM jbi-46 195 166 0.98 0.98 NUM jbi-46 195 167 0.95 0.95 NUM jbi-46 195 168 1.00 1.00 NUM jbi-46 195 169 0.98 0.98 NUM jbi-46 195 170 0.95 0.95 NUM jbi-46 195 171 1.00 1.00 NUM jbi-46 195 172 0.98 0.98 NUM jbi-46 195 173 spore spore ADJ jbi-46 195 174 - - PUNCT jbi-46 195 175 related relate VERB jbi-46 195 176 structures structure NOUN jbi-46 195 177 7 7 NUM jbi-46 195 178 0.57 0.57 NUM jbi-46 195 179 0.50 0.50 NUM jbi-46 195 180 0.53 0.53 NUM jbi-46 195 181 0.86 0.86 NUM jbi-46 195 182 0.74 0.74 NUM jbi-46 195 183 0.79 0.79 NUM jbi-46 195 184 0.86 0.86 NUM jbi-46 195 185 0.74 0.74 NUM jbi-46 195 186 0.79 0.79 NUM jbi-46 195 187 chromosomes chromosome NOUN jbi-46 195 188 3 3 NUM jbi-46 195 189 1.00 1.00 NUM jbi-46 195 190 1.00 1.00 NUM jbi-46 195 191 1.00 1.00 NUM jbi-46 195 192 1.00 1.00 NUM jbi-46 195 193 1.00 1.00 NUM jbi-46 195 194 1.00 1.00 NUM jbi-46 195 195 1.00 1.00 NUM jbi-46 195 196 1.00 1.00 NUM jbi-46 195 197 1.00 1.00 NUM jbi-46 195 198 phenology phenology NOUN jbi-46 195 199 234 234 NUM jbi-46 195 200 0.97 0.97 NUM jbi-46 195 201 0.98 0.98 NUM jbi-46 195 202 0.97 0.97 NUM jbi-46 195 203 0.00 0.00 NUM jbi-46 195 204 0.00 0.00 NUM jbi-46 195 205 0.00 0.00 NUM jbi-46 195 206 0.97 0.97 NUM jbi-46 195 207 0.98 0.98 NUM jbi-46 195 208 0.98 0.98 NUM jbi-46 195 209 discussion discussion NOUN jbi-46 195 210 638 638 NUM jbi-46 195 211 0.95 0.95 NUM jbi-46 195 212 0.97 0.97 NUM jbi-46 195 213 0.96 0.96 NUM jbi-46 195 214 0.58 0.58 NUM jbi-46 195 215 0.98 0.98 NUM jbi-46 195 216 0.73 0.73 NUM jbi-46 195 217 0.95 0.95 NUM jbi-46 195 218 0.97 0.97 NUM jbi-46 195 219 0.96 0.96 NUM jbi-46 195 220 total total NOUN jbi-46 195 221 2090 2090 NUM jbi-46 195 222 overall overall ADJ jbi-46 195 223 0.94 0.94 NUM jbi-46 195 224 0.69 0.69 NUM jbi-46 195 225 0.95 0.95 NUM jbi-46 195 226 flowers flower NOUN jbi-46 195 227 , , PUNCT jbi-46 195 228 such such ADJ jbi-46 195 229 as as ADP jbi-46 195 230 pappus pappus NUM jbi-46 195 231 , , PUNCT jbi-46 195 232 ligule ligule NOUN jbi-46 195 233 , , PUNCT jbi-46 195 234 glume glume PROPN jbi-46 195 235 , , PUNCT jbi-46 195 236 lemma lemma PROPN jbi-46 195 237 , , PUNCT jbi-46 195 238 and and CCONJ jbi-46 195 239 palea palea NOUN jbi-46 195 240 etc etc NOUN jbi-46 195 241 , , PUNCT jbi-46 195 242 while while SCONJ jbi-46 195 243 fna fna ADJ jbi-46 195 244 and and CCONJ jbi-46 195 245 foc foc ADJ jbi-46 195 246 collections collection NOUN jbi-46 195 247 did do VERB jbi-46 195 248 not not PART jbi-46 195 249 . . PUNCT jbi-46 196 1 3 3 X jbi-46 196 2 ) ) PUNCT jbi-46 196 3 the the DET jbi-46 196 4 recall recall NOUN jbi-46 196 5 on on ADP jbi-46 196 6 the the DET jbi-46 196 7 flowers flower NOUN jbi-46 196 8 element element NOUN jbi-46 196 9 was be AUX jbi-46 196 10 as as ADV jbi-46 196 11 low low ADJ jbi-46 196 12 as as ADP jbi-46 196 13 34 34 NUM jbi-46 196 14 % % NOUN jbi-46 196 15 ( ( PUNCT jbi-46 196 16 see see VERB jbi-46 196 17 table table NOUN jbi-46 196 18 2 2 NUM jbi-46 196 19 ) ) PUNCT jbi-46 196 20 . . PUNCT jbi-46 197 1 if if SCONJ jbi-46 197 2 a a DET jbi-46 197 3 segment segment NOUN jbi-46 197 4 is be AUX jbi-46 197 5 not not PART jbi-46 197 6 correctly correctly ADV jbi-46 197 7 identified identify VERB jbi-46 197 8 as as ADP jbi-46 197 9 flowers flower NOUN jbi-46 197 10 , , PUNCT jbi-46 197 11 the the DET jbi-46 197 12 further further ADJ jbi-46 197 13 markup markup NOUN jbi-46 197 14 of of ADP jbi-46 197 15 its its PRON jbi-46 197 16 suborgans suborgan NOUN jbi-46 197 17 can can AUX jbi-46 197 18 not not PART jbi-46 197 19 be be AUX jbi-46 197 20 correct correct ADJ jbi-46 197 21 because because SCONJ jbi-46 197 22 of of ADP jbi-46 197 23 the the DET jbi-46 197 24 hierarchical hierarchical ADJ jbi-46 197 25 markup markup ADJ jbi-46 197 26 strategy strategy NOUN jbi-46 197 27 . . PUNCT jbi-46 198 1 despite despite SCONJ jbi-46 198 2 the the DET jbi-46 198 3 overall overall ADJ jbi-46 198 4 low low ADJ jbi-46 198 5 performance performance NOUN jbi-46 198 6 in in ADP jbi-46 198 7 flowers flower NOUN jbi-46 198 8 , , PUNCT jbi-46 198 9 the the DET jbi-46 198 10 rule rule NOUN jbi-46 198 11 bank bank NOUN jbi-46 198 12 did do AUX jbi-46 198 13 help help VERB jbi-46 198 14 to to PART jbi-46 198 15 improve improve VERB jbi-46 198 16 the the DET jbi-46 198 17 performance performance NOUN jbi-46 198 18 on on ADP jbi-46 198 19 some some PRON jbi-46 198 20 of of ADP jbi-46 198 21 its its PRON jbi-46 198 22 subelements subelement NOUN jbi-46 198 23 ( ( PUNCT jbi-46 198 24 table table NOUN jbi-46 198 25 5 5 NUM jbi-46 198 26 ) ) PUNCT jbi-46 198 27 . . PUNCT jbi-46 199 1 summary summary NOUN jbi-46 199 2 of of ADP jbi-46 199 3 martt martt NOUN jbi-46 199 4 experiments experiment VERB jbi-46 199 5 the the DET jbi-46 199 6 experiments experiment NOUN jbi-46 199 7 with with ADP jbi-46 199 8 martt martt NOUN jbi-46 199 9 show show NOUN jbi-46 199 10 that that SCONJ jbi-46 199 11 the the DET jbi-46 199 12 machine machine NOUN jbi-46 199 13 learning learn VERB jbi-46 199 14 approach approach NOUN jbi-46 199 15 is be AUX jbi-46 199 16 highly highly ADV jbi-46 199 17 portable portable ADJ jbi-46 199 18 : : PUNCT jbi-46 199 19 on on ADP jbi-46 199 20 all all DET jbi-46 199 21 three three NUM jbi-46 199 22 floras flora NOUN jbi-46 199 23 martt martt NOUN jbi-46 199 24 achieved achieve VERB jbi-46 199 25 very very ADV jbi-46 199 26 good good ADJ jbi-46 199 27 performance performance NOUN jbi-46 199 28 ( ( PUNCT jbi-46 199 29 in in ADP jbi-46 199 30 the the DET jbi-46 199 31 range range NOUN jbi-46 199 32 of of ADP jbi-46 199 33 87 87 NUM jbi-46 199 34 % % NOUN jbi-46 199 35 to to PART jbi-46 199 36 98 98 NUM jbi-46 199 37 % % NOUN jbi-46 199 38 , , PUNCT jbi-46 199 39 depending depend VERB jbi-46 199 40 on on ADP jbi-46 199 41 the the DET jbi-46 199 42 markup markup ADJ jbi-46 199 43 granularity granularity NOUN jbi-46 199 44 and and CCONJ jbi-46 199 45 data datum NOUN jbi-46 199 46 collection collection NOUN jbi-46 199 47 ) ) PUNCT jbi-46 199 48 . . PUNCT jbi-46 200 1 biodiversity biodiversity NOUN jbi-46 200 2 and and CCONJ jbi-46 200 3 other other ADJ jbi-46 200 4 factors factor NOUN jbi-46 200 5 contribute contribute VERB jbi-46 200 6 to to ADP jbi-46 200 7 the the DET jbi-46 200 8 rather rather ADV jbi-46 200 9 skewed skewed ADJ jbi-46 200 10 distributions distribution NOUN jbi-46 200 11 of of ADP jbi-46 200 12 elements element NOUN jbi-46 200 13 in in ADP jbi-46 200 14 description description NOUN jbi-46 200 15 collections collection NOUN jbi-46 200 16 ( ( PUNCT jbi-46 200 17 see see VERB jbi-46 200 18 the the DET jbi-46 200 19 appendix appendix NOUN jbi-46 200 20 ) ) PUNCT jbi-46 200 21 . . PUNCT jbi-46 201 1 martt martt NOUN jbi-46 201 2 fails fail VERB jbi-46 201 3 at at ADP jbi-46 201 4 many many ADJ jbi-46 201 5 elements element NOUN jbi-46 201 6 with with ADP jbi-46 201 7 no no DET jbi-46 201 8 or or CCONJ jbi-46 201 9 few few ADJ jbi-46 201 10 training training NOUN jbi-46 201 11 data datum NOUN jbi-46 201 12 . . PUNCT jbi-46 202 1 on on ADP jbi-46 202 2 the the DET jbi-46 202 3 other other ADJ jbi-46 202 4 hand hand NOUN jbi-46 202 5 , , PUNCT jbi-46 202 6 the the DET jbi-46 202 7 results result NOUN jbi-46 202 8 suggest suggest VERB jbi-46 202 9 that that SCONJ jbi-46 202 10 the the DET jbi-46 202 11 induced induced ADJ jbi-46 202 12 knowledge knowledge NOUN jbi-46 202 13 ( ( PUNCT jbi-46 202 14 i.e. i.e. X jbi-46 202 15 the the DET jbi-46 202 16 rule rule NOUN jbi-46 202 17 bank bank NOUN jbi-46 202 18 ) ) PUNCT jbi-46 202 19 is be AUX jbi-46 202 20 reliable reliable ADJ jbi-46 202 21 and and CCONJ jbi-46 202 22 reusable reusable ADJ jbi-46 202 23 , , PUNCT jbi-46 202 24 in in ADP jbi-46 202 25 some some DET jbi-46 202 26 circumstances circumstance NOUN jbi-46 202 27 , , PUNCT jbi-46 202 28 the the DET jbi-46 202 29 rule rule NOUN jbi-46 202 30 bank bank NOUN jbi-46 202 31 provides provide VERB jbi-46 202 32 more more ADV jbi-46 202 33 reliable reliable ADJ jbi-46 202 34 rules rule NOUN jbi-46 202 35 than than SCONJ jbi-46 202 36 the the DET jbi-46 202 37 training training NOUN jbi-46 202 38 examples example NOUN jbi-46 202 39 do do VERB jbi-46 202 40 . . PUNCT jbi-46 203 1 the the DET jbi-46 203 2 rule rule NOUN jbi-46 203 3 bank bank NOUN jbi-46 203 4 is be AUX jbi-46 203 5 shown show VERB jbi-46 203 6 to to PART jbi-46 203 7 help help VERB jbi-46 203 8 to to PART jbi-46 203 9 improve improve VERB jbi-46 203 10 the the DET jbi-46 203 11 markup markup ADJ jbi-46 203 12 performance performance NOUN jbi-46 203 13 on on ADP jbi-46 203 14 elements element NOUN jbi-46 203 15 with with ADP jbi-46 203 16 good good ADJ jbi-46 203 17 coverage coverage NOUN jbi-46 203 18 . . PUNCT jbi-46 204 1 continuing continue VERB jbi-46 204 2 to to PART jbi-46 204 3 enrich enrich VERB jbi-46 204 4 the the DET jbi-46 204 5 rule rule NOUN jbi-46 204 6 bank bank NOUN jbi-46 204 7 with with ADP jbi-46 204 8 the the DET jbi-46 204 9 markup markup ADJ jbi-46 204 10 rules rule NOUN jbi-46 204 11 learned learn VERB jbi-46 204 12 from from ADP jbi-46 204 13 other other ADJ jbi-46 204 14 description description NOUN jbi-46 204 15 collections collection NOUN jbi-46 204 16 is be AUX jbi-46 204 17 likely likely ADJ jbi-46 204 18 to to PART jbi-46 204 19 improve improve VERB jbi-46 204 20 its its PRON jbi-46 204 21 coverage coverage NOUN jbi-46 204 22 and and CCONJ jbi-46 204 23 make make VERB jbi-46 204 24 the the DET jbi-46 204 25 rule rule NOUN jbi-46 204 26 bank bank NOUN jbi-46 204 27 more more ADV jbi-46 204 28 powerful powerful ADJ jbi-46 204 29 . . PUNCT jbi-46 205 1 overall overall ADV jbi-46 205 2 , , PUNCT jbi-46 205 3 the the DET jbi-46 205 4 experiments experiment NOUN jbi-46 205 5 showed show VERB jbi-46 205 6 that that SCONJ jbi-46 205 7 martt martt NOUN jbi-46 205 8 achieved achieve VERB jbi-46 205 9 its its PRON jbi-46 205 10 goal goal NOUN jbi-46 205 11 on on ADP jbi-46 205 12 portability portability NOUN jbi-46 205 13 and and CCONJ jbi-46 205 14 performance performance NOUN jbi-46 205 15 . . PUNCT jbi-46 206 1 using use VERB jbi-46 206 2 the the DET jbi-46 206 3 learned learn VERB jbi-46 206 4 rules rule NOUN jbi-46 206 5 , , PUNCT jbi-46 206 6 martt martt NOUN jbi-46 206 7 tagged tag VERB jbi-46 206 8 all all DET jbi-46 206 9 the the DET jbi-46 206 10 15,000 15,000 NUM jbi-46 206 11 descriptions description NOUN jbi-46 206 12 into into ADP jbi-46 206 13 xml xml NOUN jbi-46 206 14 format format NOUN jbi-46 206 15 and and CCONJ jbi-46 206 16 turned turn VERB jbi-46 206 17 them they PRON jbi-46 206 18 into into ADP jbi-46 206 19 three three NUM jbi-46 206 20 greenstone greenstone NOUN jbi-46 206 21 collections collection NOUN jbi-46 206 22 which which PRON jbi-46 206 23 can can AUX jbi-46 206 24 be be AUX jbi-46 206 25 searched search VERB jbi-46 206 26 by by ADP jbi-46 206 27 element element NOUN jbi-46 206 28 2 2 NUM jbi-46 206 29 ( ( PUNCT jbi-46 206 30 witten witten PROPN jbi-46 206 31 et et PROPN jbi-46 206 32 . . PUNCT jbi-46 207 1 al al PROPN jbi-46 207 2 . . PROPN jbi-46 207 3 2000 2000 NUM jbi-46 207 4 ) ) PUNCT jbi-46 207 5 is be AUX jbi-46 207 6 an an DET jbi-46 207 7 open open ADJ jbi-46 207 8 source source NOUN jbi-46 207 9 digital digital PROPN jbi-46 207 10 library library NOUN jbi-46 207 11 software software NOUN jbi-46 207 12 which which PRON jbi-46 207 13 supports support VERB jbi-46 207 14 search search NOUN jbi-46 207 15 in in ADP jbi-46 207 16 specified specified ADJ jbi-46 207 17 elements element NOUN jbi-46 207 18 , , PUNCT jbi-46 207 19 such such ADJ jbi-46 207 20 as as ADP jbi-46 207 21 in in ADP jbi-46 207 22 leaves leave NOUN jbi-46 207 23 element element NOUN jbi-46 207 24 . . PUNCT jbi-46 208 1 if if SCONJ jbi-46 208 2 the the DET jbi-46 208 3 collections collection NOUN jbi-46 208 4 are be AUX jbi-46 208 5 tagged tag VERB jbi-46 208 6 according accord VERB jbi-46 208 7 to to ADP jbi-46 208 8 one one NUM jbi-46 208 9 schema schema NOUN jbi-46 208 10 , , PUNCT jbi-46 208 11 like like ADP jbi-46 208 12 what what PRON jbi-46 208 13 we we PRON jbi-46 208 14 have have AUX jbi-46 208 15 done do VERB jbi-46 208 16 with with ADP jbi-46 208 17 foc foc PROPN jbi-46 208 18 , , PUNCT jbi-46 208 19 fna fna NOUN jbi-46 208 20 , , PUNCT jbi-46 208 21 and and CCONJ jbi-46 208 22 fnct fnct ADJ jbi-46 208 23 , , PUNCT jbi-46 208 24 greenstone greenstone NOUN jbi-46 208 25 also also ADV jbi-46 208 26 supports support VERB jbi-46 208 27 crosscollection crosscollection NOUN jbi-46 208 28 search search NOUN jbi-46 208 29 . . PUNCT jbi-46 209 1 the the DET jbi-46 209 2 experiments experiment NOUN jbi-46 209 3 with with ADP jbi-46 209 4 martt martt NOUN jbi-46 209 5 and and CCONJ jbi-46 209 6 the the DET jbi-46 209 7 three three NUM jbi-46 209 8 floras flora NOUN jbi-46 209 9 also also ADV jbi-46 209 10 identified identify VERB jbi-46 209 11 a a DET jbi-46 209 12 number number NOUN jbi-46 209 13 of of ADP jbi-46 209 14 issues issue NOUN jbi-46 209 15 calling call VERB jbi-46 209 16 for for ADP jbi-46 209 17 further further ADJ jbi-46 209 18 research research NOUN jbi-46 209 19 , , PUNCT jbi-46 209 20 including include VERB jbi-46 209 21 the the DET jbi-46 209 22 issues issue NOUN jbi-46 209 23 surrounding surround VERB jbi-46 209 24 training training NOUN jbi-46 209 25 examples example NOUN jbi-46 209 26 , , PUNCT jbi-46 209 27 schema schema NOUN jbi-46 209 28 coverage coverage NOUN jbi-46 209 29 , , PUNCT jbi-46 209 30 and and CCONJ jbi-46 209 31 performance performance NOUN jbi-46 209 32 variations variation NOUN jbi-46 209 33 . . PUNCT jbi-46 210 1 we we PRON jbi-46 210 2 shall shall AUX jbi-46 210 3 discuss discuss VERB jbi-46 210 4 these these DET jbi-46 210 5 issues issue NOUN jbi-46 210 6 and and CCONJ jbi-46 210 7 our our PRON jbi-46 210 8 current current ADJ jbi-46 210 9 solutions solution NOUN jbi-46 210 10 in in ADP jbi-46 210 11 detail detail NOUN jbi-46 210 12 next next ADV jbi-46 210 13 . . PUNCT jbi-46 211 1 2 2 NUM jbi-46 211 2 http://research.sbs.arizona.edu/gs/cgi-bin/library.greenstone http://research.sbs.arizona.edu/gs/cgi-bin/library.greenstone PROPN jbi-46 211 3 . . PUNCT jbi-46 211 4 cui cui NOUN jbi-46 211 5 – – PUNCT jbi-46 211 6 converting convert VERB jbi-46 211 7 taxonomic taxonomic ADJ jbi-46 211 8 descriptions description NOUN jbi-46 211 9 to to ADP jbi-46 211 10 new new ADJ jbi-46 211 11 digital digital ADJ jbi-46 211 12 formats format NOUN jbi-46 211 13 28 28 NUM jbi-46 211 14 table table NOUN jbi-46 211 15 3 3 NUM jbi-46 211 16 : : PUNCT jbi-46 211 17 martt martt NOUN jbi-46 211 18 performance performance NOUN jbi-46 211 19 in in ADP jbi-46 211 20 precision precision NOUN jbi-46 211 21 , , PUNCT jbi-46 211 22 recall recall NOUN jbi-46 211 23 , , PUNCT jbi-46 211 24 and and CCONJ jbi-46 211 25 f f X jbi-46 211 26 - - PUNCT jbi-46 211 27 measure measure NOUN jbi-46 211 28 in in ADP jbi-46 211 29 stems stem NOUN jbi-46 211 30 with with ADP jbi-46 211 31 and and CCONJ jbi-46 211 32 without without ADP jbi-46 211 33 the the DET jbi-46 211 34 rule rule NOUN jbi-46 211 35 bank bank NOUN jbi-46 211 36 . . PUNCT jbi-46 212 1 stems stem VERB jbi-46 212 2 training train VERB jbi-46 212 3 alone alone ADJ jbi-46 212 4 rule rule NOUN jbi-46 212 5 bank bank PROPN jbi-46 212 6 alone alone ADV jbi-46 212 7 rule rule NOUN jbi-46 212 8 bank+training bank+traine VERB jbi-46 212 9 n n CCONJ jbi-46 212 10 p p NOUN jbi-46 212 11 r r NOUN jbi-46 213 1 f f NOUN jbi-46 213 2 p p NOUN jbi-46 213 3 r r NOUN jbi-46 213 4 f f X jbi-46 213 5 p p NOUN jbi-46 213 6 r r NOUN jbi-46 213 7 f f NOUN jbi-46 213 8 stem stem NOUN jbi-46 213 9 - - PUNCT jbi-46 213 10 general general NOUN jbi-46 213 11 97 97 NUM jbi-46 213 12 0.88 0.88 NUM jbi-46 213 13 0.89 0.89 NUM jbi-46 213 14 0.89 0.89 NUM jbi-46 213 15 0.96 0.96 NUM jbi-46 213 16 0.94 0.94 NUM jbi-46 213 17 0.95 0.95 NUM jbi-46 213 18 0.90 0.90 NUM jbi-46 213 19 0.94 0.94 NUM jbi-46 213 20 0.92 0.92 NUM jbi-46 213 21 bark bark NOUN jbi-46 213 22 3 3 NUM jbi-46 213 23 0.67 0.67 NUM jbi-46 213 24 0.67 0.67 NUM jbi-46 213 25 0.67 0.67 NUM jbi-46 213 26 0.33 0.33 NUM jbi-46 213 27 0.33 0.33 NUM jbi-46 213 28 0.33 0.33 NUM jbi-46 213 29 0.33 0.33 NUM jbi-46 213 30 0.33 0.33 NUM jbi-46 213 31 0.33 0.33 NUM jbi-46 213 32 node node NOUN jbi-46 213 33 1 1 NUM jbi-46 213 34 0.00 0.00 NUM jbi-46 213 35 0.00 0.00 NUM jbi-46 213 36 0.00 0.00 NUM jbi-46 213 37 0.00 0.00 NUM jbi-46 213 38 0.00 0.00 NUM jbi-46 213 39 0.00 0.00 NUM jbi-46 213 40 0.00 0.00 NUM jbi-46 213 41 0.00 0.00 NUM jbi-46 213 42 0.00 0.00 NUM jbi-46 213 43 culm culm NOUN jbi-46 213 44 7 7 NUM jbi-46 213 45 0.80 0.80 NUM jbi-46 213 46 0.80 0.80 NUM jbi-46 213 47 0.80 0.80 NUM jbi-46 213 48 0.20 0.20 NUM jbi-46 213 49 0.20 0.20 NUM jbi-46 213 50 0.20 0.20 NUM jbi-46 213 51 1.00 1.00 NUM jbi-46 213 52 1.00 1.00 NUM jbi-46 213 53 1.00 1.00 NUM jbi-46 213 54 twig twig NOUN jbi-46 213 55 2 2 NUM jbi-46 213 56 1.00 1.00 NUM jbi-46 213 57 1.00 1.00 NUM jbi-46 213 58 1.00 1.00 NUM jbi-46 213 59 0.00 0.00 NUM jbi-46 213 60 0.00 0.00 NUM jbi-46 213 61 0.00 0.00 NUM jbi-46 213 62 1.00 1.00 NUM jbi-46 213 63 1.00 1.00 NUM jbi-46 213 64 1.00 1.00 NUM jbi-46 213 65 branch branch NOUN jbi-46 213 66 2 2 NUM jbi-46 213 67 0.00 0.00 NUM jbi-46 213 68 0.00 0.00 NUM jbi-46 213 69 0.00 0.00 NUM jbi-46 213 70 0.67 0.67 NUM jbi-46 213 71 1.00 1.00 NUM jbi-46 213 72 0.80 0.80 NUM jbi-46 213 73 0.67 0.67 NUM jbi-46 213 74 1.00 1.00 NUM jbi-46 213 75 0.80 0.80 NUM jbi-46 213 76 branchlet branchlet NOUN jbi-46 213 77 1 1 NUM jbi-46 213 78 0.00 0.00 NUM jbi-46 213 79 0.00 0.00 NUM jbi-46 213 80 0.00 0.00 NUM jbi-46 213 81 0.00 0.00 NUM jbi-46 213 82 0.00 0.00 NUM jbi-46 213 83 0.00 0.00 NUM jbi-46 213 84 0.00 0.00 NUM jbi-46 213 85 0.00 0.00 NUM jbi-46 213 86 0.00 0.00 NUM jbi-46 213 87 compound compound NOUN jbi-46 213 88 1 1 NUM jbi-46 213 89 0.00 0.00 NUM jbi-46 213 90 0.00 0.00 NUM jbi-46 213 91 0.00 0.00 NUM jbi-46 213 92 0.00 0.00 NUM jbi-46 213 93 0.00 0.00 NUM jbi-46 213 94 0.00 0.00 NUM jbi-46 213 95 0.00 0.00 NUM jbi-46 213 96 0.00 0.00 NUM jbi-46 213 97 0.00 0.00 NUM jbi-46 213 98 overall overall ADJ jbi-46 213 99 114 114 NUM jbi-46 213 100 0.84 0.84 NUM jbi-46 213 101 0.84 0.84 NUM jbi-46 213 102 0.91 0.91 NUM jbi-46 213 103 table table NOUN jbi-46 213 104 4 4 NUM jbi-46 213 105 : : PUNCT jbi-46 213 106 martt martt NOUN jbi-46 213 107 performance performance NOUN jbi-46 213 108 in in ADP jbi-46 213 109 precision precision NOUN jbi-46 213 110 , , PUNCT jbi-46 213 111 recall recall NOUN jbi-46 213 112 , , PUNCT jbi-46 213 113 and and CCONJ jbi-46 213 114 f f X jbi-46 213 115 - - PUNCT jbi-46 213 116 measure measure NOUN jbi-46 213 117 in in ADP jbi-46 213 118 leaves leave NOUN jbi-46 213 119 with with ADP jbi-46 213 120 and and CCONJ jbi-46 213 121 without without ADP jbi-46 213 122 the the DET jbi-46 213 123 rule rule NOUN jbi-46 213 124 bank bank PROPN jbi-46 213 125 . . PUNCT jbi-46 214 1 leaves leave VERB jbi-46 214 2 training train VERB jbi-46 214 3 alone alone ADJ jbi-46 214 4 rule rule NOUN jbi-46 214 5 bank bank PROPN jbi-46 214 6 alone alone ADV jbi-46 214 7 rule rule NOUN jbi-46 214 8 bank+training bank+traine VERB jbi-46 214 9 n n CCONJ jbi-46 214 10 p p NOUN jbi-46 214 11 r r NOUN jbi-46 215 1 f f NOUN jbi-46 215 2 p p NOUN jbi-46 215 3 r r NOUN jbi-46 215 4 f f X jbi-46 215 5 p p NOUN jbi-46 215 6 r r NOUN jbi-46 215 7 f f NOUN jbi-46 215 8 leaf leaf NOUN jbi-46 215 9 - - PUNCT jbi-46 215 10 general general NOUN jbi-46 215 11 206 206 NUM jbi-46 215 12 0.92 0.92 NUM jbi-46 215 13 0.96 0.96 NUM jbi-46 215 14 0.94 0.94 NUM jbi-46 215 15 0.97 0.97 NUM jbi-46 215 16 0.96 0.96 NUM jbi-46 215 17 0.97 0.97 NUM jbi-46 215 18 0.95 0.95 NUM jbi-46 215 19 0.97 0.97 NUM jbi-46 215 20 0.96 0.96 NUM jbi-46 215 21 petiole petiole NOUN jbi-46 215 22 18 18 NUM jbi-46 215 23 0.72 0.72 NUM jbi-46 215 24 0.72 0.72 NUM jbi-46 215 25 0.72 0.72 NUM jbi-46 215 26 0.89 0.89 NUM jbi-46 215 27 0.83 0.83 NUM jbi-46 215 28 0.86 0.86 NUM jbi-46 215 29 0.83 0.83 NUM jbi-46 215 30 0.83 0.83 NUM jbi-46 215 31 0.83 0.83 NUM jbi-46 215 32 stipule stipule NOUN jbi-46 215 33 10 10 NUM jbi-46 215 34 1.00 1.00 NUM jbi-46 215 35 0.94 0.94 NUM jbi-46 215 36 0.97 0.97 NUM jbi-46 215 37 0.00 0.00 NUM jbi-46 215 38 0.00 0.00 NUM jbi-46 215 39 0.00 0.00 NUM jbi-46 215 40 1.00 1.00 NUM jbi-46 215 41 0.94 0.94 NUM jbi-46 215 42 0.97 0.97 NUM jbi-46 215 43 sheath sheath NOUN jbi-46 215 44 9 9 NUM jbi-46 215 45 0.79 0.79 NUM jbi-46 215 46 0.71 0.71 NUM jbi-46 215 47 0.75 0.75 NUM jbi-46 215 48 0.00 0.00 NUM jbi-46 215 49 0.00 0.00 NUM jbi-46 215 50 0.00 0.00 NUM jbi-46 215 51 0.79 0.79 NUM jbi-46 215 52 0.79 0.79 NUM jbi-46 215 53 0.79 0.79 NUM jbi-46 215 54 leaf leaf NOUN jbi-46 215 55 - - PUNCT jbi-46 215 56 blade blade NOUN jbi-46 215 57 77 77 NUM jbi-46 215 58 0.95 0.95 NUM jbi-46 215 59 0.75 0.75 NUM jbi-46 215 60 0.83 0.83 NUM jbi-46 215 61 0.95 0.95 NUM jbi-46 215 62 0.73 0.73 NUM jbi-46 215 63 0.83 0.83 NUM jbi-46 215 64 0.90 0.90 NUM jbi-46 215 65 0.73 0.73 NUM jbi-46 215 66 0.81 0.81 NUM jbi-46 215 67 leaflet leaflet NOUN jbi-46 215 68 - - PUNCT jbi-46 215 69 general general NOUN jbi-46 215 70 32 32 NUM jbi-46 215 71 0.91 0.91 NUM jbi-46 215 72 0.80 0.80 NUM jbi-46 215 73 0.85 0.85 NUM jbi-46 215 74 1.00 1.00 NUM jbi-46 215 75 0.93 0.93 NUM jbi-46 215 76 0.96 0.96 NUM jbi-46 215 77 0.97 0.97 NUM jbi-46 215 78 0.94 0.94 NUM jbi-46 215 79 0.95 0.95 NUM jbi-46 215 80 spine spine NOUN jbi-46 215 81 9 9 NUM jbi-46 215 82 1.00 1.00 NUM jbi-46 215 83 1.00 1.00 NUM jbi-46 215 84 1.00 1.00 NUM jbi-46 215 85 0.00 0.00 NUM jbi-46 215 86 0.00 0.00 NUM jbi-46 215 87 0.00 0.00 NUM jbi-46 215 88 1.00 1.00 NUM jbi-46 215 89 1.00 1.00 NUM jbi-46 215 90 1.00 1.00 NUM jbi-46 215 91 tendril tendril NOUN jbi-46 215 92 3 3 NUM jbi-46 215 93 1.00 1.00 NUM jbi-46 215 94 1.00 1.00 NUM jbi-46 215 95 1.00 1.00 NUM jbi-46 215 96 0.33 0.33 NUM jbi-46 215 97 0.33 0.33 NUM jbi-46 215 98 0.33 0.33 NUM jbi-46 215 99 1.00 1.00 NUM jbi-46 215 100 1.00 1.00 NUM jbi-46 215 101 1.00 1.00 NUM jbi-46 215 102 ligule ligule NOUN jbi-46 215 103 11 11 NUM jbi-46 215 104 0.71 0.71 NUM jbi-46 215 105 0.79 0.79 NUM jbi-46 215 106 0.75 0.75 NUM jbi-46 215 107 0.00 0.00 NUM jbi-46 215 108 0.00 0.00 NUM jbi-46 215 109 0.00 0.00 NUM jbi-46 215 110 0.79 0.79 NUM jbi-46 215 111 0.86 0.86 NUM jbi-46 215 112 0.82 0.82 NUM jbi-46 215 113 gland gland NOUN jbi-46 215 114 3 3 NUM jbi-46 215 115 0.00 0.00 NUM jbi-46 215 116 0.00 0.00 NUM jbi-46 215 117 0.00 0.00 NUM jbi-46 215 118 0.00 0.00 NUM jbi-46 215 119 0.00 0.00 NUM jbi-46 215 120 0.00 0.00 NUM jbi-46 215 121 0.00 0.00 NUM jbi-46 215 122 0.00 0.00 NUM jbi-46 215 123 0.00 0.00 NUM jbi-46 215 124 compound compound NOUN jbi-46 215 125 1 1 NUM jbi-46 215 126 0.00 0.00 NUM jbi-46 215 127 0.00 0.00 NUM jbi-46 215 128 0.00 0.00 NUM jbi-46 215 129 0.00 0.00 NUM jbi-46 215 130 0.00 0.00 NUM jbi-46 215 131 0.00 0.00 NUM jbi-46 215 132 0.00 0.00 NUM jbi-46 215 133 0.00 0.00 NUM jbi-46 215 134 0.00 0.00 NUM jbi-46 215 135 overall overall ADJ jbi-46 215 136 379 379 NUM jbi-46 215 137 0.87 0.87 NUM jbi-46 215 138 0.79 0.79 NUM jbi-46 215 139 0.90 0.90 NUM jbi-46 215 140 the the DET jbi-46 215 141 training training NOUN jbi-46 215 142 example example NOUN jbi-46 215 143 issue issue NOUN jbi-46 215 144 the the DET jbi-46 215 145 training training NOUN jbi-46 215 146 example example NOUN jbi-46 215 147 problem problem NOUN jbi-46 215 148 has have VERB jbi-46 215 149 two two NUM jbi-46 215 150 aspects aspect NOUN jbi-46 215 151 : : PUNCT jbi-46 215 152 one one NUM jbi-46 215 153 has have VERB jbi-46 215 154 to to PART jbi-46 215 155 do do VERB jbi-46 215 156 with with ADP jbi-46 215 157 the the DET jbi-46 215 158 effort effort NOUN jbi-46 215 159 required require VERB jbi-46 215 160 to to PART jbi-46 215 161 prepare prepare VERB jbi-46 215 162 training training NOUN jbi-46 215 163 examples example NOUN jbi-46 215 164 and and CCONJ jbi-46 215 165 the the DET jbi-46 215 166 second second NOUN jbi-46 215 167 is be AUX jbi-46 215 168 about about ADP jbi-46 215 169 the the DET jbi-46 215 170 skewed skewed ADJ jbi-46 215 171 distribution distribution NOUN jbi-46 215 172 of of ADP jbi-46 215 173 training training NOUN jbi-46 215 174 data datum NOUN jbi-46 215 175 in in ADP jbi-46 215 176 different different ADJ jbi-46 215 177 elements element NOUN jbi-46 215 178 . . PUNCT jbi-46 216 1 manually manually ADV jbi-46 216 2 inserting insert VERB jbi-46 216 3 tags tag NOUN jbi-46 216 4 in in ADP jbi-46 216 5 hundreds hundred NOUN jbi-46 216 6 of of ADP jbi-46 216 7 documents document NOUN jbi-46 216 8 is be AUX jbi-46 216 9 time time NOUN jbi-46 216 10 - - PUNCT jbi-46 216 11 consuming consume VERB jbi-46 216 12 and and CCONJ jbi-46 216 13 error error NOUN jbi-46 216 14 - - PUNCT jbi-46 216 15 prone prone ADJ jbi-46 216 16 . . PUNCT jbi-46 217 1 to to PART jbi-46 217 2 alleviate alleviate VERB jbi-46 217 3 this this DET jbi-46 217 4 problem problem NOUN jbi-46 217 5 , , PUNCT jbi-46 217 6 we we PRON jbi-46 217 7 developed develop VERB jbi-46 217 8 a a DET jbi-46 217 9 userfriendly userfriendly ADJ jbi-46 217 10 utility utility NOUN jbi-46 217 11 that that PRON jbi-46 217 12 makes make VERB jbi-46 217 13 use use NOUN jbi-46 217 14 of of ADP jbi-46 217 15 the the DET jbi-46 217 16 rule rule NOUN jbi-46 217 17 bank bank NOUN jbi-46 217 18 induced induce VERB jbi-46 217 19 from from ADP jbi-46 217 20 the the DET jbi-46 217 21 foc foc PROPN jbi-46 217 22 , , PUNCT jbi-46 217 23 fna fna NOUN jbi-46 217 24 , , PUNCT jbi-46 217 25 and and CCONJ jbi-46 217 26 fnct fnct ADJ jbi-46 217 27 collections collection NOUN jbi-46 217 28 to to PART jbi-46 217 29 automate automate VERB jbi-46 217 30 the the DET jbi-46 217 31 training training NOUN jbi-46 217 32 example example NOUN jbi-46 217 33 preparation preparation NOUN jbi-46 217 34 process process NOUN jbi-46 217 35 . . PUNCT jbi-46 218 1 some some DET jbi-46 218 2 screenshots screenshot NOUN jbi-46 218 3 of of ADP jbi-46 218 4 the the DET jbi-46 218 5 interface interface NOUN jbi-46 218 6 are be AUX jbi-46 218 7 shown show VERB jbi-46 218 8 in in ADP jbi-46 218 9 figure figure NOUN jbi-46 218 10 3 3 NUM jbi-46 218 11 . . PUNCT jbi-46 218 12 figure figure NOUN jbi-46 218 13 3a 3a PROPN jbi-46 218 14 shows show VERB jbi-46 218 15 a a DET jbi-46 218 16 text text NOUN jbi-46 218 17 description description NOUN jbi-46 218 18 in in ADP jbi-46 218 19 the the DET jbi-46 218 20 editing editing NOUN jbi-46 218 21 area area NOUN jbi-46 218 22 . . PUNCT jbi-46 219 1 a a DET jbi-46 219 2 click click NOUN jbi-46 219 3 on on ADP jbi-46 219 4 the the DET jbi-46 219 5 “ " PUNCT jbi-46 219 6 mark mark NOUN jbi-46 219 7 up up ADP jbi-46 219 8 ” " PUNCT jbi-46 219 9 button button NOUN jbi-46 219 10 on on ADP jbi-46 219 11 the the DET jbi-46 219 12 tool tool NOUN jbi-46 219 13 bar bar NOUN jbi-46 219 14 invokes invoke VERB jbi-46 219 15 martt martt NOUN jbi-46 219 16 to to PART jbi-46 219 17 tag tag VERB jbi-46 219 18 the the DET jbi-46 219 19 description description NOUN jbi-46 219 20 using use VERB jbi-46 219 21 the the DET jbi-46 219 22 rule rule NOUN jbi-46 219 23 bank bank NOUN jbi-46 219 24 , , PUNCT jbi-46 219 25 which which PRON jbi-46 219 26 essentially essentially ADV jbi-46 219 27 tags tag VERB jbi-46 219 28 every every DET jbi-46 219 29 clause clause NOUN jbi-46 219 30 in in ADP jbi-46 219 31 the the DET jbi-46 219 32 description description NOUN jbi-46 219 33 as as SCONJ jbi-46 219 34 shown show VERB jbi-46 219 35 in in ADP jbi-46 219 36 figure figure NOUN jbi-46 219 37 3b 3b NUM jbi-46 219 38 . . PUNCT jbi-46 220 1 in in ADP jbi-46 220 2 figure figure NOUN jbi-46 220 3 3b 3b NUM jbi-46 220 4 , , PUNCT jbi-46 220 5 the the DET jbi-46 220 6 hierarchy hierarchy NOUN jbi-46 220 7 in in ADP jbi-46 220 8 the the DET jbi-46 220 9 left left ADJ jbi-46 220 10 pane pane NOUN jbi-46 220 11 displays display VERB jbi-46 220 12 the the DET jbi-46 220 13 element element ADJ jbi-46 220 14 structure structure NOUN jbi-46 220 15 of of ADP jbi-46 220 16 the the DET jbi-46 220 17 tagged tag VERB jbi-46 220 18 description description NOUN jbi-46 220 19 . . PUNCT jbi-46 221 1 if if SCONJ jbi-46 221 2 a a DET jbi-46 221 3 wrong wrong ADJ jbi-46 221 4 tag tag NOUN jbi-46 221 5 is be AUX jbi-46 221 6 inserted insert VERB jbi-46 221 7 by by ADP jbi-46 221 8 martt martt NOUN jbi-46 221 9 , , PUNCT jbi-46 221 10 the the DET jbi-46 221 11 user user NOUN jbi-46 221 12 can can AUX jbi-46 221 13 easily easily ADV jbi-46 221 14 correct correct VERB jbi-46 221 15 the the DET jbi-46 221 16 error error NOUN jbi-46 221 17 by by ADP jbi-46 221 18 bringing bring VERB jbi-46 221 19 up up ADP jbi-46 221 20 the the DET jbi-46 221 21 tag tag NOUN jbi-46 221 22 menu menu NOUN jbi-46 221 23 with with ADP jbi-46 221 24 a a DET jbi-46 221 25 right right NOUN jbi-46 221 26 - - PUNCT jbi-46 221 27 click click NOUN jbi-46 221 28 on on ADP jbi-46 221 29 the the DET jbi-46 221 30 mouse mouse NOUN jbi-46 221 31 . . PUNCT jbi-46 222 1 the the DET jbi-46 222 2 identified identify VERB jbi-46 222 3 errors error NOUN jbi-46 222 4 are be AUX jbi-46 222 5 saved save VERB jbi-46 222 6 automatically automatically ADV jbi-46 222 7 by by ADP jbi-46 222 8 the the DET jbi-46 222 9 utility utility NOUN jbi-46 222 10 for for ADP jbi-46 222 11 further further ADJ jbi-46 222 12 analyses analysis NOUN jbi-46 222 13 . . PUNCT jbi-46 223 1 because because SCONJ jbi-46 223 2 of of ADP jbi-46 223 3 the the DET jbi-46 223 4 shared share VERB jbi-46 223 5 domain domain NOUN jbi-46 223 6 knowledge knowledge NOUN jbi-46 223 7 across across ADP jbi-46 223 8 plant plant NOUN jbi-46 223 9 taxonomic taxonomic ADJ jbi-46 223 10 descriptions description NOUN jbi-46 223 11 , , PUNCT jbi-46 223 12 the the DET jbi-46 223 13 rule rule NOUN jbi-46 223 14 bank bank NOUN jbi-46 223 15 can can AUX jbi-46 223 16 mark mark VERB jbi-46 223 17 a a DET jbi-46 223 18 large large ADJ jbi-46 223 19 portion portion NOUN jbi-46 223 20 of of ADP jbi-46 223 21 a a DET jbi-46 223 22 description description NOUN jbi-46 223 23 with with ADP jbi-46 223 24 good good ADJ jbi-46 223 25 tags tag NOUN jbi-46 223 26 , , PUNCT jbi-46 223 27 saving save VERB jbi-46 223 28 a a DET jbi-46 223 29 significant significant ADJ jbi-46 223 30 amount amount NOUN jbi-46 223 31 of of ADP jbi-46 223 32 manual manual ADJ jbi-46 223 33 effort effort NOUN jbi-46 223 34 . . PUNCT jbi-46 224 1 cui cui NOUN jbi-46 224 2 – – PUNCT jbi-46 224 3 converting convert VERB jbi-46 224 4 taxonomic taxonomic ADJ jbi-46 224 5 descriptions description NOUN jbi-46 224 6 to to ADP jbi-46 224 7 new new ADJ jbi-46 224 8 digital digital ADJ jbi-46 224 9 formats format NOUN jbi-46 224 10 29 29 NUM jbi-46 224 11 table table NOUN jbi-46 224 12 5 5 NUM jbi-46 224 13 : : PUNCT jbi-46 224 14 martt martt NOUN jbi-46 224 15 performance performance NOUN jbi-46 224 16 in in ADP jbi-46 224 17 precision precision NOUN jbi-46 224 18 , , PUNCT jbi-46 224 19 recall recall NOUN jbi-46 224 20 , , PUNCT jbi-46 224 21 and and CCONJ jbi-46 224 22 f f X jbi-46 224 23 - - PUNCT jbi-46 224 24 measure measure NOUN jbi-46 224 25 in in ADP jbi-46 224 26 fruits fruit NOUN jbi-46 224 27 with with ADP jbi-46 224 28 and and CCONJ jbi-46 224 29 without without ADP jbi-46 224 30 the the DET jbi-46 224 31 rule rule NOUN jbi-46 224 32 bank bank NOUN jbi-46 224 33 . . PUNCT jbi-46 225 1 fruits fruit NOUN jbi-46 225 2 training train VERB jbi-46 225 3 alone alone ADJ jbi-46 225 4 rule rule NOUN jbi-46 225 5 bank bank PROPN jbi-46 225 6 alone alone ADV jbi-46 225 7 rule rule NOUN jbi-46 225 8 bank+training bank+traine VERB jbi-46 225 9 n n CCONJ jbi-46 225 10 p p NOUN jbi-46 225 11 r r NOUN jbi-46 226 1 f f NOUN jbi-46 226 2 p p NOUN jbi-46 226 3 r r NOUN jbi-46 226 4 f f X jbi-46 226 5 p p NOUN jbi-46 226 6 r r NOUN jbi-46 226 7 f f PROPN jbi-46 226 8 fruit fruit NOUN jbi-46 226 9 - - PUNCT jbi-46 226 10 general general NOUN jbi-46 226 11 176 176 NUM jbi-46 226 12 0.94 0.94 NUM jbi-46 226 13 0.94 0.94 NUM jbi-46 226 14 0.94 0.94 NUM jbi-46 226 15 0.98 0.98 NUM jbi-46 226 16 0.94 0.94 NUM jbi-46 226 17 0.96 0.96 NUM jbi-46 226 18 0.97 0.97 NUM jbi-46 226 19 0.97 0.97 NUM jbi-46 226 20 0.97 0.97 NUM jbi-46 226 21 infructescence infructescence NOUN jbi-46 226 22 - - PUNCT jbi-46 226 23 general general ADJ jbi-46 226 24 1 1 NUM jbi-46 226 25 0.00 0.00 NUM jbi-46 226 26 0.00 0.00 NUM jbi-46 226 27 0.00 0.00 NUM jbi-46 226 28 0.00 0.00 NUM jbi-46 226 29 0.00 0.00 NUM jbi-46 226 30 0.00 0.00 NUM jbi-46 226 31 0.00 0.00 NUM jbi-46 226 32 0.00 0.00 NUM jbi-46 226 33 0.00 0.00 NUM jbi-46 226 34 pedicel pedicel ADJ jbi-46 226 35 1 1 NUM jbi-46 226 36 0.00 0.00 NUM jbi-46 226 37 0.00 0.00 NUM jbi-46 226 38 0.00 0.00 NUM jbi-46 226 39 0.00 0.00 NUM jbi-46 226 40 0.00 0.00 NUM jbi-46 226 41 0.00 0.00 NUM jbi-46 226 42 0.00 0.00 NUM jbi-46 226 43 0.00 0.00 NUM jbi-46 226 44 0.00 0.00 NUM jbi-46 226 45 mericarp mericarp NOUN jbi-46 226 46 2 2 NUM jbi-46 226 47 0.50 0.50 NUM jbi-46 226 48 0.50 0.50 NUM jbi-46 226 49 0.50 0.50 NUM jbi-46 226 50 0.00 0.00 NUM jbi-46 226 51 0.00 0.00 NUM jbi-46 226 52 0.00 0.00 NUM jbi-46 226 53 1.00 1.00 NUM jbi-46 226 54 1.00 1.00 NUM jbi-46 226 55 1.00 1.00 NUM jbi-46 226 56 beak beak NOUN jbi-46 226 57 4 4 NUM jbi-46 226 58 0.00 0.00 NUM jbi-46 226 59 0.00 0.00 NUM jbi-46 226 60 0.00 0.00 NUM jbi-46 226 61 0.33 0.33 NUM jbi-46 226 62 0.33 0.33 NUM jbi-46 226 63 0.33 0.33 NUM jbi-46 226 64 1.00 1.00 NUM jbi-46 226 65 1.00 1.00 NUM jbi-46 226 66 1.00 1.00 NUM jbi-46 226 67 wing wing NOUN jbi-46 226 68 1 1 NUM jbi-46 226 69 0.00 0.00 NUM jbi-46 226 70 0.00 0.00 NUM jbi-46 226 71 0.00 0.00 NUM jbi-46 226 72 0.00 0.00 NUM jbi-46 226 73 0.00 0.00 NUM jbi-46 226 74 0.00 0.00 NUM jbi-46 226 75 0.00 0.00 NUM jbi-46 226 76 0.00 0.00 NUM jbi-46 226 77 0.00 0.00 NUM jbi-46 226 78 pappus pappus NUM jbi-46 226 79 12 12 NUM jbi-46 226 80 0.22 0.22 NUM jbi-46 226 81 0.28 0.28 NUM jbi-46 226 82 0.25 0.25 NUM jbi-46 226 83 0.00 0.00 NUM jbi-46 226 84 0.00 0.00 NUM jbi-46 226 85 0.00 0.00 NUM jbi-46 226 86 0.00 0.00 NUM jbi-46 226 87 0.00 0.00 NUM jbi-46 226 88 0.00 0.00 NUM jbi-46 226 89 style style NOUN jbi-46 226 90 1 1 NUM jbi-46 226 91 0.00 0.00 NUM jbi-46 226 92 0.00 0.00 NUM jbi-46 226 93 0.00 0.00 NUM jbi-46 226 94 0.00 0.00 NUM jbi-46 226 95 0.00 0.00 NUM jbi-46 226 96 0.00 0.00 NUM jbi-46 226 97 0.00 0.00 NUM jbi-46 226 98 0.00 0.00 NUM jbi-46 226 99 0.00 0.00 NUM jbi-46 226 100 other other ADJ jbi-46 226 101 - - PUNCT jbi-46 226 102 features feature VERB jbi-46 226 103 4 4 NUM jbi-46 226 104 0.00 0.00 NUM jbi-46 226 105 0.00 0.00 NUM jbi-46 226 106 0.00 0.00 NUM jbi-46 226 107 0.00 0.00 NUM jbi-46 226 108 0.00 0.00 NUM jbi-46 226 109 0.00 0.00 NUM jbi-46 226 110 0.00 0.00 NUM jbi-46 226 111 0.00 0.00 NUM jbi-46 226 112 0.00 0.00 NUM jbi-46 226 113 overall overall ADJ jbi-46 226 114 202 202 NUM jbi-46 226 115 0.84 0.84 NUM jbi-46 226 116 0.82 0.82 NUM jbi-46 226 117 0.87 0.87 NUM jbi-46 226 118 for for ADP jbi-46 226 119 taxonomic taxonomic ADJ jbi-46 226 120 descriptions description NOUN jbi-46 226 121 that that PRON jbi-46 226 122 do do AUX jbi-46 226 123 not not PART jbi-46 226 124 have have VERB jbi-46 226 125 a a DET jbi-46 226 126 corresponding corresponding ADJ jbi-46 226 127 rule rule NOUN jbi-46 226 128 bank bank NOUN jbi-46 226 129 in in ADP jbi-46 226 130 martt martt NOUN jbi-46 226 131 ( ( PUNCT jbi-46 226 132 e.g. e.g. ADV jbi-46 226 133 , , PUNCT jbi-46 226 134 ant ant ADJ jbi-46 226 135 descriptions description NOUN jbi-46 226 136 or or CCONJ jbi-46 226 137 alga alga ADJ jbi-46 226 138 descriptions description NOUN jbi-46 226 139 ) ) PUNCT jbi-46 226 140 , , PUNCT jbi-46 226 141 the the DET jbi-46 226 142 utility utility NOUN jbi-46 226 143 has have VERB jbi-46 226 144 another another DET jbi-46 226 145 feature feature NOUN jbi-46 226 146 to to PART jbi-46 226 147 help help VERB jbi-46 226 148 with with ADP jbi-46 226 149 the the DET jbi-46 226 150 manual manual ADJ jbi-46 226 151 markup markup NOUN jbi-46 226 152 as as SCONJ jbi-46 226 153 shown show VERB jbi-46 226 154 in in ADP jbi-46 226 155 figure figure NOUN jbi-46 226 156 3c 3c NUM jbi-46 226 157 , , PUNCT jbi-46 226 158 where where SCONJ jbi-46 226 159 a a DET jbi-46 226 160 selected select VERB jbi-46 226 161 text text NOUN jbi-46 226 162 segment segment NOUN jbi-46 226 163 can can AUX jbi-46 226 164 be be AUX jbi-46 226 165 tagged tag VERB jbi-46 226 166 with with ADP jbi-46 226 167 a a DET jbi-46 226 168 tag tag NOUN jbi-46 226 169 chosen choose VERB jbi-46 226 170 from from ADP jbi-46 226 171 the the DET jbi-46 226 172 pop pop VERB jbi-46 226 173 - - PUNCT jbi-46 226 174 up up ADP jbi-46 226 175 tag tag NOUN jbi-46 226 176 menu menu NOUN jbi-46 226 177 , , PUNCT jbi-46 226 178 which which PRON jbi-46 226 179 is be AUX jbi-46 226 180 populated populate VERB jbi-46 226 181 from from ADP jbi-46 226 182 a a DET jbi-46 226 183 specified specify VERB jbi-46 226 184 xml xml NOUN jbi-46 226 185 schema schema NOUN jbi-46 226 186 ( ( PUNCT jbi-46 226 187 cui cui NOUN jbi-46 226 188 , , PUNCT jbi-46 226 189 2005a 2005a NUM jbi-46 226 190 ) ) PUNCT jbi-46 226 191 . . PUNCT jbi-46 227 1 this this DET jbi-46 227 2 interface interface NOUN jbi-46 227 3 ensures ensure VERB jbi-46 227 4 a a DET jbi-46 227 5 tagged tag VERB jbi-46 227 6 example example NOUN jbi-46 227 7 is be AUX jbi-46 227 8 valid valid ADJ jbi-46 227 9 or or CCONJ jbi-46 227 10 at at ADP jbi-46 227 11 least least ADJ jbi-46 227 12 well well ADV jbi-46 227 13 - - PUNCT jbi-46 227 14 formed form VERB jbi-46 227 15 . . PUNCT jbi-46 228 1 the the DET jbi-46 228 2 second second ADJ jbi-46 228 3 issue issue NOUN jbi-46 228 4 related relate VERB jbi-46 228 5 to to ADP jbi-46 228 6 training train VERB jbi-46 228 7 examples example NOUN jbi-46 228 8 has have VERB jbi-46 228 9 to to PART jbi-46 228 10 do do VERB jbi-46 228 11 with with ADP jbi-46 228 12 the the DET jbi-46 228 13 unbalanced unbalanced ADJ jbi-46 228 14 distribution distribution NOUN jbi-46 228 15 of of ADP jbi-46 228 16 elements element NOUN jbi-46 228 17 . . PUNCT jbi-46 229 1 in in ADP jbi-46 229 2 description description NOUN jbi-46 229 3 collections collection NOUN jbi-46 229 4 , , PUNCT jbi-46 229 5 due due ADP jbi-46 229 6 to to ADP jbi-46 229 7 the the DET jbi-46 229 8 diversities diversity NOUN jbi-46 229 9 in in ADP jbi-46 229 10 living live VERB jbi-46 229 11 organisms organism NOUN jbi-46 229 12 , , PUNCT jbi-46 229 13 authorship authorship NOUN jbi-46 229 14 , , PUNCT jbi-46 229 15 and and CCONJ jbi-46 229 16 editorial editorial ADJ jbi-46 229 17 policies policy NOUN jbi-46 229 18 , , PUNCT jbi-46 229 19 the the DET jbi-46 229 20 coverage coverage NOUN jbi-46 229 21 of of ADP jbi-46 229 22 different different ADJ jbi-46 229 23 organs organ NOUN jbi-46 229 24 are be AUX jbi-46 229 25 quite quite ADV jbi-46 229 26 uneven uneven ADJ jbi-46 229 27 , , PUNCT jbi-46 229 28 resulting result VERB jbi-46 229 29 in in ADP jbi-46 229 30 a a DET jbi-46 229 31 very very ADV jbi-46 229 32 skewed skewed ADJ jbi-46 229 33 distribution distribution NOUN jbi-46 229 34 of of ADP jbi-46 229 35 training training NOUN jbi-46 229 36 data datum NOUN jbi-46 229 37 for for ADP jbi-46 229 38 individual individual ADJ jbi-46 229 39 elements element NOUN jbi-46 229 40 : : PUNCT jbi-46 229 41 for for ADP jbi-46 229 42 example example NOUN jbi-46 229 43 , , PUNCT jbi-46 229 44 in in ADP jbi-46 229 45 the the DET jbi-46 229 46 310 310 NUM jbi-46 229 47 fna fna NOUN jbi-46 229 48 training training NOUN jbi-46 229 49 examples example NOUN jbi-46 229 50 , , PUNCT jbi-46 229 51 there there PRON jbi-46 229 52 were be VERB jbi-46 229 53 more more ADJ jbi-46 229 54 than than ADP jbi-46 229 55 two two NUM jbi-46 229 56 hundred hundred NUM jbi-46 229 57 examples example NOUN jbi-46 229 58 for for ADP jbi-46 229 59 “ " PUNCT jbi-46 229 60 leaf leaf NOUN jbi-46 229 61 blade blade NOUN jbi-46 229 62 ” " PUNCT jbi-46 229 63 but but CCONJ jbi-46 229 64 zero zero NUM jbi-46 229 65 for for ADP jbi-46 229 66 “ " PUNCT jbi-46 229 67 tendril tendril VERB jbi-46 229 68 ” " PUNCT jbi-46 229 69 . . PUNCT jbi-46 230 1 the the DET jbi-46 230 2 training training NOUN jbi-46 230 3 data data NOUN jbi-46 230 4 distribution distribution NOUN jbi-46 230 5 ( ( PUNCT jbi-46 230 6 see see VERB jbi-46 230 7 the the DET jbi-46 230 8 appendix appendix NOUN jbi-46 230 9 , , PUNCT jbi-46 230 10 n n PRON jbi-46 230 11 column column NOUN jbi-46 230 12 ) ) PUNCT jbi-46 230 13 shows show VERB jbi-46 230 14 many many ADJ jbi-46 230 15 sub sub NOUN jbi-46 230 16 - - NOUN jbi-46 230 17 organs organ NOUN jbi-46 230 18 with with ADP jbi-46 230 19 zero zero NUM jbi-46 230 20 or or CCONJ jbi-46 230 21 one one NUM jbi-46 230 22 examples example NOUN jbi-46 230 23 . . PUNCT jbi-46 231 1 there there PRON jbi-46 231 2 were be VERB jbi-46 231 3 42 42 NUM jbi-46 231 4 elements element NOUN jbi-46 231 5 from from ADP jbi-46 231 6 fna fna NOUN jbi-46 231 7 training training NOUN jbi-46 231 8 examples example NOUN jbi-46 231 9 , , PUNCT jbi-46 231 10 34 34 NUM jbi-46 231 11 from from ADP jbi-46 231 12 foc foc PROPN jbi-46 231 13 , , PUNCT jbi-46 231 14 and and CCONJ jbi-46 231 15 20 20 NUM jbi-46 231 16 from from ADP jbi-46 231 17 fnct fnct NOUN jbi-46 231 18 with with ADP jbi-46 231 19 only only ADV jbi-46 231 20 one one NUM jbi-46 231 21 example example NOUN jbi-46 231 22 , , PUNCT jbi-46 231 23 making make VERB jbi-46 231 24 learning learn VERB jbi-46 231 25 impossible impossible ADJ jbi-46 231 26 for for ADP jbi-46 231 27 sccp sccp PROPN jbi-46 231 28 . . PUNCT jbi-46 232 1 this this DET jbi-46 232 2 problem problem NOUN jbi-46 232 3 is be AUX jbi-46 232 4 somewhat somewhat ADV jbi-46 232 5 alleviated alleviate VERB jbi-46 232 6 by by ADP jbi-46 232 7 the the DET jbi-46 232 8 induced induced ADJ jbi-46 232 9 knowledge knowledge NOUN jbi-46 232 10 from from ADP jbi-46 232 11 other other ADJ jbi-46 232 12 collections collection NOUN jbi-46 232 13 ( ( PUNCT jbi-46 232 14 i.e. i.e. X jbi-46 232 15 the the DET jbi-46 232 16 rule rule NOUN jbi-46 232 17 bank bank NOUN jbi-46 232 18 ) ) PUNCT jbi-46 232 19 , , PUNCT jbi-46 232 20 for for ADP jbi-46 232 21 example example NOUN jbi-46 232 22 the the DET jbi-46 232 23 markup markup ADJ jbi-46 232 24 rules rule NOUN jbi-46 232 25 learned learn VERB jbi-46 232 26 from from ADP jbi-46 232 27 the the DET jbi-46 232 28 several several ADJ jbi-46 232 29 examples example NOUN jbi-46 232 30 of of ADP jbi-46 232 31 “ " PUNCT jbi-46 232 32 tendril tendril VERB jbi-46 232 33 ” " PUNCT jbi-46 232 34 in in ADP jbi-46 232 35 foc foc PROPN jbi-46 232 36 and and CCONJ jbi-46 232 37 fnct fnct ADJ jbi-46 232 38 training training NOUN jbi-46 232 39 examples example NOUN jbi-46 232 40 can can AUX jbi-46 232 41 be be AUX jbi-46 232 42 applied apply VERB jbi-46 232 43 to to ADP jbi-46 232 44 fna fna NOUN jbi-46 232 45 descriptions description NOUN jbi-46 232 46 . . PUNCT jbi-46 233 1 but but CCONJ jbi-46 233 2 we we PRON jbi-46 233 3 also also ADV jbi-46 233 4 investigated investigate VERB jbi-46 233 5 an an DET jbi-46 233 6 unsupervised unsupervised ADJ jbi-46 233 7 approach approach NOUN jbi-46 233 8 that that PRON jbi-46 233 9 would would AUX jbi-46 233 10 address address VERB jbi-46 233 11 this this DET jbi-46 233 12 issue issue NOUN jbi-46 233 13 in in ADP jbi-46 233 14 a a DET jbi-46 233 15 more more ADV jbi-46 233 16 direct direct ADJ jbi-46 233 17 manner manner NOUN jbi-46 233 18 , , PUNCT jbi-46 233 19 since since SCONJ jbi-46 233 20 no no DET jbi-46 233 21 training training NOUN jbi-46 233 22 examples example NOUN jbi-46 233 23 are be AUX jbi-46 233 24 required require VERB jbi-46 233 25 at at ADV jbi-46 233 26 all all ADV jbi-46 233 27 . . PUNCT jbi-46 234 1 because because SCONJ jbi-46 234 2 this this DET jbi-46 234 3 approach approach NOUN jbi-46 234 4 also also ADV jbi-46 234 5 helps help VERB jbi-46 234 6 to to PART jbi-46 234 7 make make VERB jbi-46 234 8 rare rare ADJ jbi-46 234 9 organs organ NOUN jbi-46 234 10 more more ADV jbi-46 234 11 visible visible ADJ jbi-46 234 12 in in ADP jbi-46 234 13 the the DET jbi-46 234 14 xml xml NOUN jbi-46 234 15 schema schema NOUN jbi-46 234 16 , , PUNCT jbi-46 234 17 we we PRON jbi-46 234 18 shall shall AUX jbi-46 234 19 explain explain VERB jbi-46 234 20 the the DET jbi-46 234 21 unsupervised unsupervised ADJ jbi-46 234 22 learning learning NOUN jbi-46 234 23 approach approach NOUN jbi-46 234 24 in in ADP jbi-46 234 25 detail detail NOUN jbi-46 234 26 in in ADP jbi-46 234 27 the the DET jbi-46 234 28 next next ADJ jbi-46 234 29 section section NOUN jbi-46 234 30 . . PUNCT jbi-46 235 1 the the DET jbi-46 235 2 schema schema NOUN jbi-46 235 3 coverage coverage NOUN jbi-46 235 4 issue issue NOUN jbi-46 235 5 even even ADV jbi-46 235 6 though though SCONJ jbi-46 235 7 the the DET jbi-46 235 8 xml xml NOUN jbi-46 235 9 schema schema NOUN jbi-46 235 10 ( ( PUNCT jbi-46 235 11 cui cui NOUN jbi-46 235 12 , , PUNCT jbi-46 235 13 2005a 2005a NUM jbi-46 235 14 ) ) PUNCT jbi-46 235 15 we we PRON jbi-46 235 16 created create VERB jbi-46 235 17 for for ADP jbi-46 235 18 the the DET jbi-46 235 19 martt martt NOUN jbi-46 235 20 experiments experiment NOUN jbi-46 235 21 was be AUX jbi-46 235 22 quite quite ADV jbi-46 235 23 comprehensive comprehensive ADJ jbi-46 235 24 to to PART jbi-46 235 25 start start VERB jbi-46 235 26 with with ADP jbi-46 235 27 , , PUNCT jbi-46 235 28 there there PRON jbi-46 235 29 were be VERB jbi-46 235 30 occasions occasion NOUN jbi-46 235 31 when when SCONJ jbi-46 235 32 we we PRON jbi-46 235 33 had have VERB jbi-46 235 34 to to PART jbi-46 235 35 edit edit VERB jbi-46 235 36 the the DET jbi-46 235 37 schema schema NOUN jbi-46 235 38 to to PART jbi-46 235 39 include include VERB jbi-46 235 40 new new ADJ jbi-46 235 41 ( ( PUNCT jbi-46 235 42 sub)organs sub)organ NOUN jbi-46 235 43 discovered discover VERB jbi-46 235 44 from from ADP jbi-46 235 45 the the DET jbi-46 235 46 training training NOUN jbi-46 235 47 examples example NOUN jbi-46 235 48 . . PUNCT jbi-46 236 1 we we PRON jbi-46 236 2 also also ADV jbi-46 236 3 had have VERB jbi-46 236 4 to to PART jbi-46 236 5 use use VERB jbi-46 236 6 the the DET jbi-46 236 7 other other ADJ jbi-46 236 8 - - PUNCT jbi-46 236 9 features feature NOUN jbi-46 236 10 elements element NOUN jbi-46 236 11 to to PART jbi-46 236 12 accommodate accommodate VERB jbi-46 236 13 any any DET jbi-46 236 14 uncovered uncovered ADJ jbi-46 236 15 organs organ NOUN jbi-46 236 16 remaining remain VERB jbi-46 236 17 in in ADP jbi-46 236 18 the the DET jbi-46 236 19 collections collection NOUN jbi-46 236 20 ( ( PUNCT jbi-46 236 21 see see VERB jbi-46 236 22 the the DET jbi-46 236 23 appendix appendix NOUN jbi-46 236 24 for for ADP jbi-46 236 25 the the DET jbi-46 236 26 occurrences occurrence NOUN jbi-46 236 27 of of ADP jbi-46 236 28 other other ADJ jbi-46 236 29 - - PUNCT jbi-46 236 30 features feature NOUN jbi-46 236 31 elements element NOUN jbi-46 236 32 ) ) PUNCT jbi-46 236 33 . . PUNCT jbi-46 237 1 since since SCONJ jbi-46 237 2 a a DET jbi-46 237 3 standard standard ADJ jbi-46 237 4 list list NOUN jbi-46 237 5 covering cover VERB jbi-46 237 6 all all DET jbi-46 237 7 organs organ NOUN jbi-46 237 8 of of ADP jbi-46 237 9 living living NOUN jbi-46 237 10 organisms organism NOUN jbi-46 237 11 does do AUX jbi-46 237 12 not not PART jbi-46 237 13 exist exist VERB jbi-46 237 14 , , PUNCT jbi-46 237 15 it it PRON jbi-46 237 16 is be AUX jbi-46 237 17 often often ADV jbi-46 237 18 difficult difficult ADJ jbi-46 237 19 to to PART jbi-46 237 20 enumerate enumerate VERB jbi-46 237 21 in in ADP jbi-46 237 22 an an DET jbi-46 237 23 xml xml NOUN jbi-46 237 24 schema schema NOUN jbi-46 237 25 all all DET jbi-46 237 26 organs organ NOUN jbi-46 237 27 described describe VERB jbi-46 237 28 in in ADP jbi-46 237 29 a a DET jbi-46 237 30 sizeable sizeable ADJ jbi-46 237 31 collection collection NOUN jbi-46 237 32 . . PUNCT jbi-46 238 1 it it PRON jbi-46 238 2 is be AUX jbi-46 238 3 more more ADV jbi-46 238 4 difficult difficult ADJ jbi-46 238 5 to to PART jbi-46 238 6 create create VERB jbi-46 238 7 a a DET jbi-46 238 8 comprehensive comprehensive ADJ jbi-46 238 9 xml xml NOUN jbi-46 238 10 schema schema NOUN jbi-46 238 11 for for ADP jbi-46 238 12 multiple multiple ADJ jbi-46 238 13 description description NOUN jbi-46 238 14 collections collection NOUN jbi-46 238 15 . . PUNCT jbi-46 239 1 although although SCONJ jbi-46 239 2 it it PRON jbi-46 239 3 is be AUX jbi-46 239 4 not not PART jbi-46 239 5 always always ADV jbi-46 239 6 necessary necessary ADJ jbi-46 239 7 to to PART jbi-46 239 8 formalize formalize VERB jbi-46 239 9 organ organ NOUN jbi-46 239 10 names name NOUN jbi-46 239 11 at at ADP jbi-46 239 12 the the DET jbi-46 239 13 schema schema NOUN jbi-46 239 14 level level NOUN jbi-46 239 15 ( ( PUNCT jbi-46 239 16 e.g. e.g. ADV jbi-46 239 17 , , PUNCT jbi-46 239 18 sdd sdd NOUN jbi-46 239 19 does do VERB jbi-46 239 20 not not PART jbi-46 239 21 ) ) PUNCT jbi-46 239 22 , , PUNCT jbi-46 239 23 from from ADP jbi-46 239 24 the the DET jbi-46 239 25 application application NOUN jbi-46 239 26 ’s ’s PART jbi-46 239 27 perspective perspective NOUN jbi-46 239 28 , , PUNCT jbi-46 239 29 the the DET jbi-46 239 30 need need NOUN jbi-46 239 31 to to PART jbi-46 239 32 tag tag VERB jbi-46 239 33 all all DET jbi-46 239 34 organs organ NOUN jbi-46 239 35 described describe VERB jbi-46 239 36 in in ADP jbi-46 239 37 a a DET jbi-46 239 38 collection collection NOUN jbi-46 239 39 and and CCONJ jbi-46 239 40 the the DET jbi-46 239 41 need need NOUN jbi-46 239 42 to to PART jbi-46 239 43 search search VERB jbi-46 239 44 across across ADP jbi-46 239 45 collections collection NOUN jbi-46 239 46 basing base VERB jbi-46 239 47 on on ADP jbi-46 239 48 a a DET jbi-46 239 49 common common ADJ jbi-46 239 50 schema schema NOUN jbi-46 239 51 call call NOUN jbi-46 239 52 for for ADP jbi-46 239 53 explicit explicit ADJ jbi-46 239 54 declaration declaration NOUN jbi-46 239 55 of of ADP jbi-46 239 56 all all DET jbi-46 239 57 organ organ NOUN jbi-46 239 58 names name NOUN jbi-46 239 59 . . PUNCT jbi-46 240 1 in in ADP jbi-46 240 2 absence absence NOUN jbi-46 240 3 of of ADP jbi-46 240 4 a a DET jbi-46 240 5 comprehensive comprehensive ADJ jbi-46 240 6 dictionary dictionary NOUN jbi-46 240 7 covering cover VERB jbi-46 240 8 all all DET jbi-46 240 9 organs organ NOUN jbi-46 240 10 , , PUNCT jbi-46 240 11 a a DET jbi-46 240 12 simple simple ADJ jbi-46 240 13 way way NOUN jbi-46 240 14 to to PART jbi-46 240 15 discover discover VERB jbi-46 240 16 them they PRON jbi-46 240 17 from from ADP jbi-46 240 18 collections collection NOUN jbi-46 240 19 of of ADP jbi-46 240 20 descriptions description NOUN jbi-46 240 21 is be AUX jbi-46 240 22 needed need VERB jbi-46 240 23 in in ADP jbi-46 240 24 order order NOUN jbi-46 240 25 to to PART jbi-46 240 26 build build VERB jbi-46 240 27 a a DET jbi-46 240 28 complete complete ADJ jbi-46 240 29 schema schema NOUN jbi-46 240 30 incrementally incrementally ADV jbi-46 240 31 . . PUNCT jbi-46 241 1 in in ADP jbi-46 241 2 addition addition NOUN jbi-46 241 3 , , PUNCT jbi-46 241 4 the the DET jbi-46 241 5 method method NOUN jbi-46 241 6 can can AUX jbi-46 241 7 be be AUX jbi-46 241 8 used use VERB jbi-46 241 9 by by ADP jbi-46 241 10 martt martt NOUN jbi-46 241 11 to to PART jbi-46 241 12 address address VERB jbi-46 241 13 the the DET jbi-46 241 14 lack lack NOUN jbi-46 241 15 of of ADP jbi-46 241 16 training training NOUN jbi-46 241 17 examples example NOUN jbi-46 241 18 problem problem NOUN jbi-46 241 19 , , PUNCT jbi-46 241 20 because because SCONJ jbi-46 241 21 it it PRON jbi-46 241 22 can can AUX jbi-46 241 23 identify identify VERB jbi-46 241 24 organ organ NOUN jbi-46 241 25 names name NOUN jbi-46 241 26 without without ADP jbi-46 241 27 any any DET jbi-46 241 28 training training NOUN jbi-46 241 29 examples example NOUN jbi-46 241 30 . . PUNCT jbi-46 242 1 cui cui NOUN jbi-46 242 2 – – PUNCT jbi-46 242 3 converting convert VERB jbi-46 242 4 taxonomic taxonomic ADJ jbi-46 242 5 descriptions description NOUN jbi-46 242 6 to to ADP jbi-46 242 7 new new ADJ jbi-46 242 8 digital digital ADJ jbi-46 242 9 formats format NOUN jbi-46 242 10 30 30 NUM jbi-46 242 11 table table NOUN jbi-46 242 12 6 6 NUM jbi-46 242 13 : : PUNCT jbi-46 242 14 martt martt NOUN jbi-46 242 15 performance performance NOUN jbi-46 242 16 in in ADP jbi-46 242 17 precision precision NOUN jbi-46 242 18 , , PUNCT jbi-46 242 19 recall recall NOUN jbi-46 242 20 , , PUNCT jbi-46 242 21 and and CCONJ jbi-46 242 22 f f X jbi-46 242 23 - - PUNCT jbi-46 242 24 measure measure NOUN jbi-46 242 25 in in ADP jbi-46 242 26 flowers flower NOUN jbi-46 242 27 with with ADP jbi-46 242 28 and and CCONJ jbi-46 242 29 without without ADP jbi-46 242 30 the the DET jbi-46 242 31 rule rule NOUN jbi-46 242 32 bank bank NOUN jbi-46 242 33 . . PUNCT jbi-46 243 1 flowers flower NOUN jbi-46 243 2 training train VERB jbi-46 243 3 alone alone ADJ jbi-46 243 4 rule rule NOUN jbi-46 243 5 bank bank PROPN jbi-46 243 6 alone alone ADV jbi-46 243 7 rule rule NOUN jbi-46 243 8 bank+training bank+traine VERB jbi-46 243 9 n n CCONJ jbi-46 243 10 p p NOUN jbi-46 243 11 r r NOUN jbi-46 243 12 f f NOUN jbi-46 243 13 p p NOUN jbi-46 243 14 r r NOUN jbi-46 243 15 f f X jbi-46 243 16 p p NOUN jbi-46 243 17 r r NOUN jbi-46 243 18 f f PROPN jbi-46 243 19 inflorescence inflorescence NOUN jbi-46 243 20 - - PUNCT jbi-46 243 21 general general NOUN jbi-46 243 22 187 187 NUM jbi-46 243 23 0.84 0.84 NUM jbi-46 243 24 0.82 0.82 NUM jbi-46 243 25 0.83 0.83 NUM jbi-46 243 26 1.00 1.00 NUM jbi-46 243 27 0.13 0.13 NUM jbi-46 243 28 0.23 0.23 NUM jbi-46 243 29 0.89 0.89 NUM jbi-46 243 30 0.65 0.65 NUM jbi-46 243 31 0.75 0.75 NUM jbi-46 243 32 bract bract NOUN jbi-46 243 33 35 35 NUM jbi-46 243 34 0.81 0.81 NUM jbi-46 243 35 0.73 0.73 NUM jbi-46 243 36 0.77 0.77 NUM jbi-46 243 37 0.20 0.20 NUM jbi-46 243 38 0.05 0.05 NUM jbi-46 243 39 0.08 0.08 NUM jbi-46 243 40 0.90 0.90 NUM jbi-46 243 41 0.79 0.79 NUM jbi-46 243 42 0.84 0.84 NUM jbi-46 243 43 peduncle peduncle NOUN jbi-46 243 44 4 4 NUM jbi-46 243 45 1.00 1.00 NUM jbi-46 243 46 1.00 1.00 NUM jbi-46 243 47 1.00 1.00 NUM jbi-46 243 48 0.00 0.00 NUM jbi-46 243 49 0.00 0.00 NUM jbi-46 243 50 0.00 0.00 NUM jbi-46 243 51 1.00 1.00 NUM jbi-46 243 52 1.00 1.00 NUM jbi-46 243 53 1.00 1.00 NUM jbi-46 243 54 scape scape NOUN jbi-46 243 55 3 3 NUM jbi-46 243 56 1.00 1.00 NUM jbi-46 243 57 1.00 1.00 NUM jbi-46 243 58 1.00 1.00 NUM jbi-46 243 59 0.00 0.00 NUM jbi-46 243 60 0.00 0.00 NUM jbi-46 243 61 0.00 0.00 NUM jbi-46 243 62 1.00 1.00 NUM jbi-46 243 63 1.00 1.00 NUM jbi-46 243 64 1.00 1.00 NUM jbi-46 243 65 pedicel pedicel ADJ jbi-46 243 66 16 16 NUM jbi-46 243 67 0.89 0.89 NUM jbi-46 243 68 0.92 0.92 NUM jbi-46 243 69 0.90 0.90 NUM jbi-46 243 70 0.00 0.00 NUM jbi-46 243 71 0.00 0.00 NUM jbi-46 243 72 0.00 0.00 NUM jbi-46 243 73 0.89 0.89 NUM jbi-46 243 74 0.92 0.92 NUM jbi-46 243 75 0.90 0.90 NUM jbi-46 243 76 rachis rachis VERB jbi-46 243 77 1 1 NUM jbi-46 243 78 0.00 0.00 NUM jbi-46 243 79 0.00 0.00 NUM jbi-46 243 80 0.00 0.00 NUM jbi-46 243 81 0.00 0.00 NUM jbi-46 243 82 0.00 0.00 NUM jbi-46 243 83 0.00 0.00 NUM jbi-46 243 84 0.00 0.00 NUM jbi-46 243 85 0.00 0.00 NUM jbi-46 243 86 0.00 0.00 NUM jbi-46 243 87 rachilla rachilla NOUN jbi-46 243 88 2 2 NUM jbi-46 243 89 1.00 1.00 NUM jbi-46 243 90 1.00 1.00 NUM jbi-46 243 91 1.00 1.00 NUM jbi-46 243 92 0.00 0.00 NUM jbi-46 243 93 0.00 0.00 NUM jbi-46 243 94 0.00 0.00 NUM jbi-46 243 95 1.00 1.00 NUM jbi-46 243 96 1.00 1.00 NUM jbi-46 243 97 1.00 1.00 NUM jbi-46 243 98 branch branch NOUN jbi-46 243 99 5 5 NUM jbi-46 243 100 0.75 0.75 NUM jbi-46 243 101 0.63 0.63 NUM jbi-46 243 102 0.68 0.68 NUM jbi-46 243 103 0.00 0.00 NUM jbi-46 243 104 0.00 0.00 NUM jbi-46 243 105 0.00 0.00 NUM jbi-46 243 106 0.00 0.00 NUM jbi-46 243 107 0.00 0.00 NUM jbi-46 243 108 0.00 0.00 NUM jbi-46 243 109 involucre involucre NOUN jbi-46 243 110 9 9 NUM jbi-46 243 111 1.00 1.00 NUM jbi-46 243 112 0.92 0.92 NUM jbi-46 243 113 0.96 0.96 NUM jbi-46 243 114 0.00 0.00 NUM jbi-46 243 115 0.00 0.00 NUM jbi-46 243 116 0.00 0.00 NUM jbi-46 243 117 1.00 1.00 NUM jbi-46 243 118 0.92 0.92 NUM jbi-46 243 119 0.96 0.96 NUM jbi-46 243 120 flower flower NOUN jbi-46 243 121 - - PUNCT jbi-46 243 122 general general ADJ jbi-46 244 1 132 132 NUM jbi-46 244 2 0.86 0.86 NUM jbi-46 244 3 0.90 0.90 NUM jbi-46 244 4 0.88 0.88 NUM jbi-46 244 5 0.76 0.76 NUM jbi-46 244 6 0.91 0.91 NUM jbi-46 244 7 0.83 0.83 NUM jbi-46 244 8 0.73 0.73 NUM jbi-46 244 9 0.94 0.94 NUM jbi-46 244 10 0.82 0.82 NUM jbi-46 244 11 perianth perianth NOUN jbi-46 244 12 24 24 NUM jbi-46 244 13 0.81 0.81 NUM jbi-46 244 14 0.82 0.82 NUM jbi-46 244 15 0.81 0.81 NUM jbi-46 244 16 0.10 0.10 NUM jbi-46 244 17 0.05 0.05 NUM jbi-46 244 18 0.07 0.07 NUM jbi-46 244 19 0.90 0.90 NUM jbi-46 244 20 0.88 0.88 NUM jbi-46 244 21 0.89 0.89 NUM jbi-46 244 22 corolla corolla NOUN jbi-46 244 23 96 96 NUM jbi-46 244 24 0.95 0.95 NUM jbi-46 244 25 0.93 0.93 NUM jbi-46 244 26 0.94 0.94 NUM jbi-46 244 27 0.30 0.30 NUM jbi-46 244 28 0.05 0.05 NUM jbi-46 244 29 0.08 0.08 NUM jbi-46 244 30 0.98 0.98 NUM jbi-46 244 31 0.93 0.93 NUM jbi-46 244 32 0.95 0.95 NUM jbi-46 244 33 corona corona NOUN jbi-46 244 34 2 2 NUM jbi-46 244 35 0.00 0.00 NUM jbi-46 244 36 0.00 0.00 NUM jbi-46 244 37 0.00 0.00 NUM jbi-46 244 38 0.00 0.00 NUM jbi-46 244 39 0.00 0.00 NUM jbi-46 244 40 0.00 0.00 NUM jbi-46 244 41 0.00 0.00 NUM jbi-46 244 42 0.00 0.00 NUM jbi-46 244 43 0.00 0.00 NUM jbi-46 244 44 pappus pappus NUM jbi-46 244 45 15 15 NUM jbi-46 244 46 0.24 0.24 NUM jbi-46 244 47 0.28 0.28 NUM jbi-46 244 48 0.26 0.26 NUM jbi-46 244 49 0.00 0.00 NUM jbi-46 244 50 0.00 0.00 NUM jbi-46 244 51 0.00 0.00 NUM jbi-46 244 52 0.24 0.24 NUM jbi-46 244 53 0.28 0.28 NUM jbi-46 244 54 0.26 0.26 NUM jbi-46 244 55 ligule ligule NOUN jbi-46 244 56 7 7 NUM jbi-46 244 57 0.70 0.70 NUM jbi-46 244 58 0.60 0.60 NUM jbi-46 244 59 0.65 0.65 NUM jbi-46 244 60 0.00 0.00 NUM jbi-46 244 61 0.00 0.00 NUM jbi-46 244 62 0.00 0.00 NUM jbi-46 244 63 0.80 0.80 NUM jbi-46 244 64 0.60 0.60 NUM jbi-46 244 65 0.69 0.69 NUM jbi-46 244 66 calyx calyx NOUN jbi-46 244 67 40 40 NUM jbi-46 244 68 0.85 0.85 NUM jbi-46 244 69 0.86 0.86 NUM jbi-46 244 70 0.86 0.86 NUM jbi-46 244 71 0.80 0.80 NUM jbi-46 244 72 0.28 0.28 NUM jbi-46 244 73 0.41 0.41 NUM jbi-46 244 74 0.90 0.90 NUM jbi-46 244 75 0.86 0.86 NUM jbi-46 244 76 0.88 0.88 NUM jbi-46 244 77 glume glume ADJ jbi-46 244 78 11 11 NUM jbi-46 244 79 1.00 1.00 NUM jbi-46 244 80 0.86 0.86 NUM jbi-46 244 81 0.92 0.92 NUM jbi-46 244 82 0.00 0.00 NUM jbi-46 244 83 0.00 0.00 NUM jbi-46 244 84 0.00 0.00 NUM jbi-46 244 85 1.00 1.00 NUM jbi-46 244 86 0.86 0.86 NUM jbi-46 244 87 0.92 0.92 NUM jbi-46 244 88 lemma lemma PROPN jbi-46 244 89 24 24 NUM jbi-46 244 90 0.88 0.88 NUM jbi-46 244 91 0.93 0.93 NUM jbi-46 244 92 0.91 0.91 NUM jbi-46 244 93 0.00 0.00 NUM jbi-46 244 94 0.00 0.00 NUM jbi-46 244 95 0.00 0.00 NUM jbi-46 244 96 0.88 0.88 NUM jbi-46 244 97 0.93 0.93 NUM jbi-46 244 98 0.91 0.91 NUM jbi-46 244 99 palea palea NOUN jbi-46 244 100 1 1 NUM jbi-46 244 101 0.00 0.00 NUM jbi-46 244 102 0.00 0.00 NUM jbi-46 244 103 0.00 0.00 NUM jbi-46 244 104 0.00 0.00 NUM jbi-46 244 105 0.00 0.00 NUM jbi-46 244 106 0.00 0.00 NUM jbi-46 244 107 0.00 0.00 NUM jbi-46 244 108 0.00 0.00 NUM jbi-46 244 109 0.00 0.00 NUM jbi-46 244 110 sepal sepal NOUN jbi-46 244 111 19 19 NUM jbi-46 244 112 0.80 0.80 NUM jbi-46 244 113 0.77 0.77 NUM jbi-46 244 114 0.78 0.78 NUM jbi-46 244 115 0.70 0.70 NUM jbi-46 244 116 0.43 0.43 NUM jbi-46 244 117 0.54 0.54 NUM jbi-46 244 118 0.93 0.93 NUM jbi-46 244 119 1.00 1.00 NUM jbi-46 244 120 0.96 0.96 NUM jbi-46 244 121 petal petal ADJ jbi-46 244 122 59 59 NUM jbi-46 244 123 0.94 0.94 NUM jbi-46 244 124 0.93 0.93 NUM jbi-46 244 125 0.94 0.94 NUM jbi-46 244 126 0.90 0.90 NUM jbi-46 244 127 0.46 0.46 NUM jbi-46 244 128 0.61 0.61 NUM jbi-46 244 129 0.97 0.97 NUM jbi-46 244 130 0.94 0.94 NUM jbi-46 244 131 0.96 0.96 NUM jbi-46 244 132 tepal tepal NOUN jbi-46 244 133 2 2 NUM jbi-46 244 134 1.00 1.00 NUM jbi-46 244 135 1.00 1.00 NUM jbi-46 244 136 1.00 1.00 NUM jbi-46 244 137 0.00 0.00 NUM jbi-46 244 138 0.00 0.00 NUM jbi-46 244 139 0.00 0.00 NUM jbi-46 244 140 1.00 1.00 NUM jbi-46 244 141 1.00 1.00 NUM jbi-46 244 142 1.00 1.00 NUM jbi-46 244 143 lip lip NOUN jbi-46 244 144 2 2 NUM jbi-46 244 145 0.00 0.00 NUM jbi-46 244 146 0.00 0.00 NUM jbi-46 244 147 0.00 0.00 NUM jbi-46 244 148 0.00 0.00 NUM jbi-46 244 149 0.00 0.00 NUM jbi-46 244 150 0.00 0.00 NUM jbi-46 244 151 0.00 0.00 NUM jbi-46 244 152 0.00 0.00 NUM jbi-46 244 153 0.00 0.00 NUM jbi-46 244 154 hood hood NOUN jbi-46 244 155 2 2 NUM jbi-46 244 156 0.00 0.00 NUM jbi-46 244 157 0.00 0.00 NUM jbi-46 244 158 0.00 0.00 NUM jbi-46 244 159 0.00 0.00 NUM jbi-46 244 160 0.00 0.00 NUM jbi-46 244 161 0.00 0.00 NUM jbi-46 244 162 0.00 0.00 NUM jbi-46 244 163 0.00 0.00 NUM jbi-46 244 164 0.00 0.00 NUM jbi-46 244 165 carpel carpel NOUN jbi-46 244 166 6 6 NUM jbi-46 244 167 1.00 1.00 NUM jbi-46 244 168 1.00 1.00 NUM jbi-46 244 169 1.00 1.00 NUM jbi-46 244 170 0.80 0.80 NUM jbi-46 244 171 0.80 0.80 NUM jbi-46 244 172 0.80 0.80 NUM jbi-46 244 173 1.00 1.00 NUM jbi-46 244 174 1.00 1.00 NUM jbi-46 244 175 1.00 1.00 NUM jbi-46 244 176 anther anther NOUN jbi-46 244 177 9 9 NUM jbi-46 244 178 1.00 1.00 NUM jbi-46 244 179 0.83 0.83 NUM jbi-46 244 180 0.91 0.91 NUM jbi-46 244 181 1.00 1.00 NUM jbi-46 244 182 0.92 0.92 NUM jbi-46 244 183 0.96 0.96 NUM jbi-46 244 184 1.00 1.00 NUM jbi-46 244 185 0.92 0.92 NUM jbi-46 244 186 0.96 0.96 NUM jbi-46 244 187 style style NOUN jbi-46 244 188 15 15 NUM jbi-46 244 189 0.96 0.96 NUM jbi-46 244 190 1.00 1.00 NUM jbi-46 244 191 0.98 0.98 NUM jbi-46 244 192 0.14 0.14 NUM jbi-46 244 193 0.14 0.14 NUM jbi-46 244 194 0.14 0.14 NUM jbi-46 244 195 0.96 0.96 NUM jbi-46 244 196 1.00 1.00 NUM jbi-46 244 197 0.98 0.98 NUM jbi-46 244 198 stamen staman NOUN jbi-46 244 199 38 38 NUM jbi-46 244 200 0.97 0.97 NUM jbi-46 244 201 0.98 0.98 NUM jbi-46 244 202 0.98 0.98 NUM jbi-46 244 203 1.00 1.00 NUM jbi-46 244 204 0.72 0.72 NUM jbi-46 244 205 0.84 0.84 NUM jbi-46 244 206 0.97 0.97 NUM jbi-46 244 207 0.98 0.98 NUM jbi-46 244 208 0.98 0.98 NUM jbi-46 244 209 pistil pistil NOUN jbi-46 244 210 6 6 NUM jbi-46 244 211 1.00 1.00 NUM jbi-46 244 212 1.00 1.00 NUM jbi-46 244 213 1.00 1.00 NUM jbi-46 244 214 0.00 0.00 NUM jbi-46 244 215 0.00 0.00 NUM jbi-46 244 216 0.00 0.00 NUM jbi-46 244 217 1.00 1.00 NUM jbi-46 244 218 1.00 1.00 NUM jbi-46 244 219 1.00 1.00 NUM jbi-46 244 220 stigma stigma NOUN jbi-46 244 221 10 10 NUM jbi-46 244 222 0.94 0.94 NUM jbi-46 244 223 0.92 0.92 NUM jbi-46 244 224 0.93 0.93 NUM jbi-46 244 225 0.00 0.00 NUM jbi-46 244 226 0.00 0.00 NUM jbi-46 244 227 0.00 0.00 NUM jbi-46 244 228 0.94 0.94 NUM jbi-46 244 229 0.92 0.92 NUM jbi-46 244 230 0.93 0.93 NUM jbi-46 244 231 filament filament NOUN jbi-46 244 232 6 6 NUM jbi-46 244 233 0.60 0.60 NUM jbi-46 244 234 0.50 0.50 NUM jbi-46 244 235 0.55 0.55 NUM jbi-46 244 236 0.40 0.40 NUM jbi-46 244 237 0.40 0.40 NUM jbi-46 244 238 0.40 0.40 NUM jbi-46 244 239 0.40 0.40 NUM jbi-46 244 240 0.40 0.40 NUM jbi-46 244 241 0.40 0.40 NUM jbi-46 244 242 ovary ovary NOUN jbi-46 244 243 12 12 NUM jbi-46 244 244 1.00 1.00 NUM jbi-46 244 245 0.86 0.86 NUM jbi-46 244 246 0.93 0.93 NUM jbi-46 244 247 0.00 0.00 NUM jbi-46 244 248 0.00 0.00 NUM jbi-46 244 249 0.00 0.00 NUM jbi-46 244 250 1.00 1.00 NUM jbi-46 244 251 0.86 0.86 NUM jbi-46 244 252 0.93 0.93 NUM jbi-46 244 253 placenta placenta NOUN jbi-46 244 254 1 1 NUM jbi-46 244 255 0.00 0.00 NUM jbi-46 244 256 0.00 0.00 NUM jbi-46 244 257 0.00 0.00 NUM jbi-46 244 258 0.00 0.00 NUM jbi-46 244 259 0.00 0.00 NUM jbi-46 244 260 0.00 0.00 NUM jbi-46 244 261 0.00 0.00 NUM jbi-46 244 262 0.00 0.00 NUM jbi-46 244 263 0.00 0.00 NUM jbi-46 244 264 receptacle receptacle NOUN jbi-46 244 265 3 3 NUM jbi-46 244 266 0.67 0.67 NUM jbi-46 244 267 0.67 0.67 NUM jbi-46 244 268 0.67 0.67 NUM jbi-46 244 269 0.00 0.00 NUM jbi-46 244 270 0.00 0.00 NUM jbi-46 244 271 0.00 0.00 NUM jbi-46 244 272 0.67 0.67 NUM jbi-46 244 273 0.67 0.67 NUM jbi-46 244 274 0.67 0.67 NUM jbi-46 244 275 gynostegium gynostegium NOUN jbi-46 244 276 1 1 NUM jbi-46 244 277 0.00 0.00 NUM jbi-46 244 278 0.00 0.00 NUM jbi-46 244 279 0.00 0.00 NUM jbi-46 244 280 0.00 0.00 NUM jbi-46 244 281 0.00 0.00 NUM jbi-46 244 282 0.00 0.00 NUM jbi-46 244 283 0.00 0.00 NUM jbi-46 244 284 0.00 0.00 NUM jbi-46 244 285 0.00 0.00 NUM jbi-46 244 286 hypanthium hypanthium NOUN jbi-46 244 287 3 3 NUM jbi-46 244 288 1.00 1.00 NUM jbi-46 244 289 1.00 1.00 NUM jbi-46 244 290 1.00 1.00 NUM jbi-46 244 291 0.00 0.00 NUM jbi-46 244 292 0.00 0.00 NUM jbi-46 244 293 0.00 0.00 NUM jbi-46 244 294 1.00 1.00 NUM jbi-46 244 295 1.00 1.00 NUM jbi-46 244 296 1.00 1.00 NUM jbi-46 244 297 keel keel NOUN jbi-46 244 298 2 2 NUM jbi-46 244 299 0.00 0.00 NUM jbi-46 244 300 0.00 0.00 NUM jbi-46 244 301 0.00 0.00 NUM jbi-46 244 302 0.00 0.00 NUM jbi-46 244 303 0.00 0.00 NUM jbi-46 244 304 0.00 0.00 NUM jbi-46 244 305 0.50 0.50 NUM jbi-46 244 306 0.50 0.50 NUM jbi-46 244 307 0.50 0.50 NUM jbi-46 244 308 pollen pollen NOUN jbi-46 244 309 1 1 NUM jbi-46 244 310 0.00 0.00 NUM jbi-46 244 311 0.00 0.00 NUM jbi-46 244 312 0.00 0.00 NUM jbi-46 244 313 0.00 0.00 NUM jbi-46 244 314 0.00 0.00 NUM jbi-46 244 315 0.00 0.00 NUM jbi-46 244 316 0.00 0.00 NUM jbi-46 244 317 0.00 0.00 NUM jbi-46 244 318 0.00 0.00 NUM jbi-46 244 319 nectary nectary ADJ jbi-46 244 320 1 1 NUM jbi-46 244 321 0.00 0.00 NUM jbi-46 244 322 0.00 0.00 NUM jbi-46 244 323 0.00 0.00 NUM jbi-46 244 324 0.00 0.00 NUM jbi-46 244 325 0.00 0.00 NUM jbi-46 244 326 0.00 0.00 NUM jbi-46 244 327 0.00 0.00 NUM jbi-46 244 328 0.00 0.00 NUM jbi-46 244 329 0.00 0.00 NUM jbi-46 244 330 gland gland NOUN jbi-46 244 331 3 3 NUM jbi-46 244 332 0.00 0.00 NUM jbi-46 244 333 0.00 0.00 NUM jbi-46 244 334 0.00 0.00 NUM jbi-46 244 335 0.00 0.00 NUM jbi-46 244 336 0.00 0.00 NUM jbi-46 244 337 0.00 0.00 NUM jbi-46 244 338 0.00 0.00 NUM jbi-46 244 339 0.00 0.00 NUM jbi-46 244 340 0.00 0.00 NUM jbi-46 244 341 compound compound NOUN jbi-46 244 342 10 10 NUM jbi-46 244 343 0.67 0.67 NUM jbi-46 244 344 0.50 0.50 NUM jbi-46 244 345 0.57 0.57 NUM jbi-46 244 346 0.00 0.00 NUM jbi-46 244 347 0.00 0.00 NUM jbi-46 244 348 0.00 0.00 NUM jbi-46 244 349 0.67 0.67 NUM jbi-46 244 350 0.50 0.50 NUM jbi-46 244 351 0.57 0.57 NUM jbi-46 244 352 other other ADJ jbi-46 244 353 - - PUNCT jbi-46 244 354 features feature VERB jbi-46 244 355 10 10 NUM jbi-46 244 356 0.29 0.29 NUM jbi-46 244 357 0.19 0.19 NUM jbi-46 244 358 0.23 0.23 NUM jbi-46 244 359 0.00 0.00 NUM jbi-46 244 360 0.00 0.00 NUM jbi-46 244 361 0.00 0.00 NUM jbi-46 244 362 0.29 0.29 NUM jbi-46 244 363 0.19 0.19 NUM jbi-46 244 364 0.23 0.23 NUM jbi-46 244 365 overall overall ADJ jbi-46 244 366 835 835 NUM jbi-46 244 367 0.83 0.83 NUM jbi-46 244 368 0.29 0.29 NUM jbi-46 244 369 0.81 0.81 NUM jbi-46 244 370 cui cui NOUN jbi-46 244 371 – – PUNCT jbi-46 244 372 converting convert VERB jbi-46 244 373 taxonomic taxonomic ADJ jbi-46 244 374 descriptions description NOUN jbi-46 244 375 to to ADP jbi-46 244 376 new new ADJ jbi-46 244 377 digital digital ADJ jbi-46 244 378 formats format NOUN jbi-46 244 379 31 31 NUM jbi-46 244 380 to to ADP jbi-46 244 381 this this DET jbi-46 244 382 end end NOUN jbi-46 244 383 we we PRON jbi-46 244 384 developed develop VERB jbi-46 244 385 a a DET jbi-46 244 386 utility utility NOUN jbi-46 244 387 that that PRON jbi-46 244 388 simply simply ADV jbi-46 244 389 take take VERB jbi-46 244 390 a a DET jbi-46 244 391 collection collection NOUN jbi-46 244 392 of of ADP jbi-46 244 393 descriptions description NOUN jbi-46 244 394 to to PART jbi-46 244 395 generate generate VERB jbi-46 244 396 a a DET jbi-46 244 397 draft draft NOUN jbi-46 244 398 xml xml NOUN jbi-46 244 399 schema schema NOUN jbi-46 244 400 , , PUNCT jbi-46 244 401 which which PRON jbi-46 244 402 contains contain VERB jbi-46 244 403 the the DET jbi-46 244 404 names name NOUN jbi-46 244 405 of of ADP jbi-46 244 406 the the DET jbi-46 244 407 organs organ NOUN jbi-46 244 408 described describe VERB jbi-46 244 409 in in ADP jbi-46 244 410 the the DET jbi-46 244 411 collection collection NOUN jbi-46 244 412 . . PUNCT jbi-46 245 1 the the DET jbi-46 245 2 utility utility NOUN jbi-46 245 3 employs employ VERB jbi-46 245 4 an an DET jbi-46 245 5 unsupervised unsupervised ADJ jbi-46 245 6 machine machine NOUN jbi-46 245 7 learning learn VERB jbi-46 245 8 algorithm algorithm NOUN jbi-46 245 9 that that PRON jbi-46 245 10 takes take VERB jbi-46 245 11 advantage advantage NOUN jbi-46 245 12 of of ADP jbi-46 245 13 the the DET jbi-46 245 14 formality formality NOUN jbi-46 245 15 in in ADP jbi-46 245 16 professionally professionally ADV jbi-46 245 17 prepared prepare VERB jbi-46 245 18 descriptions description NOUN jbi-46 245 19 . . PUNCT jbi-46 246 1 in in ADP jbi-46 246 2 particular particular ADJ jbi-46 246 3 , , PUNCT jbi-46 246 4 we we PRON jbi-46 246 5 notice notice VERB jbi-46 246 6 that that PRON jbi-46 246 7 . . PUNCT jbi-46 247 1 collectively collectively ADV jbi-46 247 2 , , PUNCT jbi-46 247 3 subjects subject NOUN jbi-46 247 4 of of ADP jbi-46 247 5 sentences sentence NOUN jbi-46 247 6 in in ADP jbi-46 247 7 descriptions description NOUN jbi-46 247 8 likely likely ADV jbi-46 247 9 represent represent VERB jbi-46 247 10 the the DET jbi-46 247 11 complete complete ADJ jbi-46 247 12 set set NOUN jbi-46 247 13 of of ADP jbi-46 247 14 organs organ NOUN jbi-46 247 15 described describe VERB jbi-46 247 16 . . PUNCT jbi-46 248 1 the the DET jbi-46 248 2 algorithm algorithm NOUN jbi-46 248 3 tries try VERB jbi-46 248 4 to to PART jbi-46 248 5 separate separate VERB jbi-46 248 6 subjects subject NOUN jbi-46 248 7 from from ADP jbi-46 248 8 remaining remain VERB jbi-46 248 9 parts part NOUN jbi-46 248 10 of of ADP jbi-46 248 11 sentences sentence NOUN jbi-46 248 12 , , PUNCT jbi-46 248 13 and and CCONJ jbi-46 248 14 then then ADV jbi-46 248 15 collects collect VERB jbi-46 248 16 organ organ NOUN jbi-46 248 17 names name NOUN jbi-46 248 18 from from ADP jbi-46 248 19 the the DET jbi-46 248 20 subjects subject NOUN jbi-46 248 21 and and CCONJ jbi-46 248 22 organ organ NOUN jbi-46 248 23 characters character NOUN jbi-46 248 24 from from ADP jbi-46 248 25 the the DET jbi-46 248 26 remaining remain VERB jbi-46 248 27 parts part NOUN jbi-46 248 28 for for ADP jbi-46 248 29 future future ADJ jbi-46 248 30 markup markup NOUN jbi-46 248 31 at at ADP jbi-46 248 32 a a DET jbi-46 248 33 finer fine ADJ jbi-46 248 34 granularity granularity NOUN jbi-46 248 35 . . PUNCT jbi-46 249 1 being be AUX jbi-46 249 2 an an DET jbi-46 249 3 unsupervised unsupervised ADJ jbi-46 249 4 algorithm algorithm NOUN jbi-46 249 5 , , PUNCT jbi-46 249 6 this this DET jbi-46 249 7 algorithm algorithm NOUN jbi-46 249 8 does do AUX jbi-46 249 9 not not PART jbi-46 249 10 need need VERB jbi-46 249 11 any any DET jbi-46 249 12 training training NOUN jbi-46 249 13 examples example NOUN jbi-46 249 14 . . PUNCT jbi-46 250 1 making make VERB jbi-46 250 2 use use VERB jbi-46 250 3 the the DET jbi-46 250 4 organ organ NOUN jbi-46 250 5 names name NOUN jbi-46 250 6 and and CCONJ jbi-46 250 7 the the DET jbi-46 250 8 regularity regularity NOUN jbi-46 250 9 in in ADP jbi-46 250 10 punctuation punctuation NOUN jbi-46 250 11 usage usage NOUN jbi-46 250 12 in in ADP jbi-46 250 13 the the DET jbi-46 250 14 descriptions description NOUN jbi-46 250 15 , , PUNCT jbi-46 250 16 the the DET jbi-46 250 17 utility utility NOUN jbi-46 250 18 generates generate VERB jbi-46 250 19 a a DET jbi-46 250 20 raw raw ADJ jbi-46 250 21 but but CCONJ jbi-46 250 22 rather rather ADV jbi-46 250 23 comprehensive comprehensive ADJ jbi-46 250 24 xml xml NOUN jbi-46 250 25 schema schema NOUN jbi-46 250 26 that that PRON jbi-46 250 27 can can AUX jbi-46 250 28 be be AUX jbi-46 250 29 easily easily ADV jbi-46 250 30 refined refine VERB jbi-46 250 31 by by ADP jbi-46 250 32 a a DET jbi-46 250 33 domain domain NOUN jbi-46 250 34 expert expert NOUN jbi-46 250 35 . . PUNCT jbi-46 251 1 here here ADV jbi-46 251 2 is be AUX jbi-46 251 3 how how SCONJ jbi-46 251 4 the the DET jbi-46 251 5 unsupervised unsupervised ADJ jbi-46 251 6 algorithm algorithm NOUN jbi-46 251 7 works work VERB jbi-46 251 8 on on ADP jbi-46 251 9 a a DET jbi-46 251 10 collection collection NOUN jbi-46 251 11 : : PUNCT jbi-46 251 12 plain plain ADJ jbi-46 251 13 - - PUNCT jbi-46 251 14 text text NOUN jbi-46 251 15 descriptions description NOUN jbi-46 251 16 in in ADP jbi-46 251 17 the the DET jbi-46 251 18 collection collection NOUN jbi-46 251 19 are be AUX jbi-46 251 20 segmented segment VERB jbi-46 251 21 into into ADP jbi-46 251 22 sentences sentence NOUN jbi-46 251 23 at at ADP jbi-46 251 24 full full ADJ jbi-46 251 25 stops stop NOUN jbi-46 251 26 or or CCONJ jbi-46 251 27 semicolons semicolon NOUN jbi-46 251 28 . . PUNCT jbi-46 252 1 the the DET jbi-46 252 2 algorithm algorithm NOUN jbi-46 252 3 makes make VERB jbi-46 252 4 the the DET jbi-46 252 5 first first ADJ jbi-46 252 6 three three NUM jbi-46 252 7 leading lead VERB jbi-46 252 8 words word NOUN jbi-46 252 9 of of ADP jbi-46 252 10 the the DET jbi-46 252 11 sentences sentence NOUN jbi-46 252 12 candidate candidate NOUN jbi-46 252 13 subjects subject NOUN jbi-46 252 14 so so SCONJ jbi-46 252 15 no no DET jbi-46 252 16 potential potential ADJ jbi-46 252 17 organ organ NOUN jbi-46 252 18 names name NOUN jbi-46 252 19 is be AUX jbi-46 252 20 left leave VERB jbi-46 252 21 out out ADP jbi-46 252 22 . . PUNCT jbi-46 253 1 next next ADV jbi-46 253 2 it it PRON jbi-46 253 3 finds find VERB jbi-46 253 4 nouns noun NOUN jbi-46 253 5 from from ADP jbi-46 253 6 the the DET jbi-46 253 7 description description NOUN jbi-46 253 8 collection collection NOUN jbi-46 253 9 in in ADP jbi-46 253 10 question question NOUN jbi-46 253 11 by by ADP jbi-46 253 12 using use VERB jbi-46 253 13 the the DET jbi-46 253 14 following following ADJ jbi-46 253 15 heuristic heuristic ADJ jbi-46 253 16 rule rule NOUN jbi-46 253 17 : : PUNCT jbi-46 253 18 a a DET jbi-46 253 19 word word NOUN jbi-46 253 20 w w NOUN jbi-46 253 21 is be AUX jbi-46 253 22 noun noun NOUN jbi-46 253 23 , , PUNCT jbi-46 253 24 iff iff VERB jbi-46 253 25 the the DET jbi-46 253 26 collection collection NOUN jbi-46 253 27 contains contain VERB jbi-46 253 28 singular singular NOUN jbi-46 253 29 and and CCONJ jbi-46 253 30 plural plural ADJ jbi-46 253 31 forms form NOUN jbi-46 253 32 of of ADP jbi-46 253 33 w w NOUN jbi-46 253 34 , , PUNCT jbi-46 253 35 but but CCONJ jbi-46 253 36 no no DET jbi-46 253 37 past past NOUN jbi-46 253 38 , , PUNCT jbi-46 253 39 past past ADJ jbi-46 253 40 participle participle NOUN jbi-46 253 41 , , PUNCT jbi-46 253 42 or or CCONJ jbi-46 253 43 present present ADJ jbi-46 253 44 participle participle NOUN jbi-46 253 45 forms form NOUN jbi-46 253 46 . . PUNCT jbi-46 254 1 seed seed NOUN jbi-46 254 2 nouns noun NOUN jbi-46 254 3 ( ( PUNCT jbi-46 254 4 nouns noun NOUN jbi-46 254 5 given give VERB jbi-46 254 6 to to ADP jbi-46 254 7 the the DET jbi-46 254 8 algorithm algorithm NOUN jbi-46 254 9 are be AUX jbi-46 254 10 called call VERB jbi-46 254 11 seed seed NOUN jbi-46 254 12 nouns noun NOUN jbi-46 254 13 ) ) PUNCT jbi-46 254 14 may may AUX jbi-46 254 15 also also ADV jbi-46 254 16 be be AUX jbi-46 254 17 provided provide VERB jbi-46 254 18 by by ADP jbi-46 254 19 the the DET jbi-46 254 20 user user NOUN jbi-46 254 21 directly directly ADV jbi-46 254 22 or or CCONJ jbi-46 254 23 collected collect VERB jbi-46 254 24 from from ADP jbi-46 254 25 a a DET jbi-46 254 26 glossary glossary NOUN jbi-46 254 27 . . PUNCT jbi-46 255 1 with with ADP jbi-46 255 2 the the DET jbi-46 255 3 list list NOUN jbi-46 255 4 of of ADP jbi-46 255 5 nouns noun NOUN jbi-46 255 6 , , PUNCT jbi-46 255 7 the the DET jbi-46 255 8 algorithm algorithm NOUN jbi-46 255 9 marks mark VERB jbi-46 255 10 the the DET jbi-46 255 11 words word NOUN jbi-46 255 12 in in ADP jbi-46 255 13 the the DET jbi-46 255 14 candidate candidate NOUN jbi-46 255 15 subjects subject NOUN jbi-46 255 16 as as ADP jbi-46 255 17 either either CCONJ jbi-46 255 18 noun noun NOUN jbi-46 255 19 or or CCONJ jbi-46 255 20 unknown unknown ADJ jbi-46 255 21 . . PUNCT jbi-46 256 1 then then ADV jbi-46 256 2 , , PUNCT jbi-46 256 3 all all DET jbi-46 256 4 the the DET jbi-46 256 5 sentences sentence NOUN jbi-46 256 6 in in ADP jbi-46 256 7 the the DET jbi-46 256 8 collection collection NOUN jbi-46 256 9 are be AUX jbi-46 256 10 sorted sort VERB jbi-46 256 11 according accord VERB jbi-46 256 12 to to ADP jbi-46 256 13 the the DET jbi-46 256 14 number number NOUN jbi-46 256 15 of of ADP jbi-46 256 16 known know VERB jbi-46 256 17 nouns noun NOUN jbi-46 256 18 in in ADP jbi-46 256 19 their their PRON jbi-46 256 20 candidate candidate NOUN jbi-46 256 21 subjects subject NOUN jbi-46 256 22 . . PUNCT jbi-46 257 1 next next ADV jbi-46 257 2 , , PUNCT jbi-46 257 3 the the DET jbi-46 257 4 algorithm algorithm NOUN jbi-46 257 5 uses use VERB jbi-46 257 6 the the DET jbi-46 257 7 following follow VERB jbi-46 257 8 bootstrap bootstrap NOUN jbi-46 257 9 procedure procedure NOUN jbi-46 257 10 to to PART jbi-46 257 11 infer infer VERB jbi-46 257 12 the the DET jbi-46 257 13 roles role NOUN jbi-46 257 14 of of ADP jbi-46 257 15 the the DET jbi-46 257 16 unknown unknown ADJ jbi-46 257 17 words word NOUN jbi-46 257 18 . . PUNCT jbi-46 258 1 the the DET jbi-46 258 2 bootstrap bootstrap NOUN jbi-46 258 3 procedure procedure NOUN jbi-46 258 4 works work VERB jbi-46 258 5 in in ADP jbi-46 258 6 iterations iteration NOUN jbi-46 258 7 and and CCONJ jbi-46 258 8 stops stop VERB jbi-46 258 9 when when SCONJ jbi-46 258 10 no no DET jbi-46 258 11 new new ADJ jbi-46 258 12 discoveries discovery NOUN jbi-46 258 13 are be AUX jbi-46 258 14 made make VERB jbi-46 258 15 in in ADP jbi-46 258 16 an an DET jbi-46 258 17 iteration iteration NOUN jbi-46 258 18 . . PUNCT jbi-46 259 1 new new ADJ jbi-46 259 2 discoveries discovery NOUN jbi-46 259 3 are be AUX jbi-46 259 4 used use VERB jbi-46 259 5 immediately immediately ADV jbi-46 259 6 in in ADP jbi-46 259 7 the the DET jbi-46 259 8 next next ADJ jbi-46 259 9 iteration iteration NOUN jbi-46 259 10 to to PART jbi-46 259 11 make make VERB jbi-46 259 12 other other ADJ jbi-46 259 13 discoveries discovery NOUN jbi-46 259 14 . . PUNCT jbi-46 260 1 a a DET jbi-46 260 2 discovery discovery NOUN jbi-46 260 3 is be AUX jbi-46 260 4 an an DET jbi-46 260 5 identification identification NOUN jbi-46 260 6 of of ADP jbi-46 260 7 either either CCONJ jbi-46 260 8 a a DET jbi-46 260 9 modifier modifier NOUN jbi-46 260 10 – – PUNCT jbi-46 260 11 the the DET jbi-46 260 12 word word NOUN jbi-46 260 13 before before ADP jbi-46 260 14 a a DET jbi-46 260 15 head head NOUN jbi-46 260 16 noun noun NOUN jbi-46 260 17 ( ( PUNCT jbi-46 260 18 e.g. e.g. ADV jbi-46 260 19 “ " PUNCT jbi-46 260 20 basal basal NOUN jbi-46 260 21 ” " PUNCT jbi-46 260 22 in in ADP jbi-46 260 23 “ " PUNCT jbi-46 260 24 basal basal ADJ jbi-46 260 25 leaf leaf NOUN jbi-46 260 26 ” " PUNCT jbi-46 260 27 ) ) PUNCT jbi-46 260 28 , , PUNCT jbi-46 260 29 a a DET jbi-46 260 30 boundary boundary ADJ jbi-46 260 31 word word NOUN jbi-46 260 32 – – PUNCT jbi-46 260 33 the the DET jbi-46 260 34 word word NOUN jbi-46 260 35 following follow VERB jbi-46 260 36 a a DET jbi-46 260 37 head head NOUN jbi-46 260 38 noun noun NOUN jbi-46 260 39 ( ( PUNCT jbi-46 260 40 e.g e.g NOUN jbi-46 260 41 2 2 NUM jbi-46 260 42 in in ADP jbi-46 260 43 “ " PUNCT jbi-46 260 44 cells cell NOUN jbi-46 260 45 2 2 NUM jbi-46 260 46 ” " PUNCT jbi-46 260 47 ) ) PUNCT jbi-46 260 48 , , PUNCT jbi-46 260 49 or or CCONJ jbi-46 260 50 a a DET jbi-46 260 51 noun noun NOUN jbi-46 260 52 . . PUNCT jbi-46 261 1 when when SCONJ jbi-46 261 2 the the DET jbi-46 261 3 bootstrap bootstrap NOUN jbi-46 261 4 procedure procedure NOUN jbi-46 261 5 terminates terminate VERB jbi-46 261 6 , , PUNCT jbi-46 261 7 the the DET jbi-46 261 8 algorithm algorithm NOUN jbi-46 261 9 uses use VERB jbi-46 261 10 the the DET jbi-46 261 11 discovered discover VERB jbi-46 261 12 modifiers modifier NOUN jbi-46 261 13 , , PUNCT jbi-46 261 14 nouns noun NOUN jbi-46 261 15 , , PUNCT jbi-46 261 16 and and CCONJ jbi-46 261 17 boundary boundary ADJ jbi-46 261 18 words word NOUN jbi-46 261 19 to to PART jbi-46 261 20 verify verify VERB jbi-46 261 21 the the DET jbi-46 261 22 candidate candidate NOUN jbi-46 261 23 subjects subject NOUN jbi-46 261 24 : : PUNCT jbi-46 261 25 a a DET jbi-46 261 26 verified verified ADJ jbi-46 261 27 subject subject NOUN jbi-46 261 28 is be AUX jbi-46 261 29 a a DET jbi-46 261 30 noun noun NOUN jbi-46 261 31 with with ADP jbi-46 261 32 or or CCONJ jbi-46 261 33 without without ADP jbi-46 261 34 modifiers modifier NOUN jbi-46 261 35 and and CCONJ jbi-46 261 36 is be AUX jbi-46 261 37 followed follow VERB jbi-46 261 38 by by ADP jbi-46 261 39 a a DET jbi-46 261 40 boundary boundary ADJ jbi-46 261 41 word word NOUN jbi-46 261 42 . . PUNCT jbi-46 262 1 if if SCONJ jbi-46 262 2 a a DET jbi-46 262 3 subject subject NOUN jbi-46 262 4 can can AUX jbi-46 262 5 not not PART jbi-46 262 6 be be AUX jbi-46 262 7 verified verify VERB jbi-46 262 8 , , PUNCT jbi-46 262 9 the the DET jbi-46 262 10 algorithm algorithm NOUN jbi-46 262 11 takes take VERB jbi-46 262 12 all all DET jbi-46 262 13 the the DET jbi-46 262 14 words word NOUN jbi-46 262 15 up up ADP jbi-46 262 16 to to ADP jbi-46 262 17 the the DET jbi-46 262 18 first first ADJ jbi-46 262 19 known know VERB jbi-46 262 20 noun noun NOUN jbi-46 262 21 ( ( PUNCT jbi-46 262 22 inclusive inclusive ADJ jbi-46 262 23 ) ) PUNCT jbi-46 262 24 in in ADP jbi-46 262 25 the the DET jbi-46 262 26 sentence sentence NOUN jbi-46 262 27 as as ADP jbi-46 262 28 the the DET jbi-46 262 29 subject subject NOUN jbi-46 262 30 . . PUNCT jbi-46 263 1 when when SCONJ jbi-46 263 2 the the DET jbi-46 263 3 roles role NOUN jbi-46 263 4 of of ADP jbi-46 263 5 the the DET jbi-46 263 6 words word NOUN jbi-46 263 7 in in ADP jbi-46 263 8 the the DET jbi-46 263 9 subjects subject NOUN jbi-46 263 10 are be AUX jbi-46 263 11 known know VERB jbi-46 263 12 , , PUNCT jbi-46 263 13 it it PRON jbi-46 263 14 is be AUX jbi-46 263 15 straightforward straightforward ADJ jbi-46 263 16 to to PART jbi-46 263 17 group group VERB jbi-46 263 18 different different ADJ jbi-46 263 19 subjects subject NOUN jbi-46 263 20 to to ADP jbi-46 263 21 their their PRON jbi-46 263 22 head head NOUN jbi-46 263 23 nouns noun NOUN jbi-46 263 24 , , PUNCT jbi-46 263 25 for for ADP jbi-46 263 26 example example NOUN jbi-46 263 27 , , PUNCT jbi-46 263 28 “ " PUNCT jbi-46 263 29 pistillate pistillate ADJ jbi-46 263 30 flowers flower NOUN jbi-46 263 31 ” " PUNCT jbi-46 263 32 and and CCONJ jbi-46 263 33 “ " PUNCT jbi-46 263 34 staminate staminate ADJ jbi-46 263 35 flowers flower NOUN jbi-46 263 36 ” " PUNCT jbi-46 263 37 are be AUX jbi-46 263 38 “ " PUNCT jbi-46 263 39 flowers flower NOUN jbi-46 263 40 ” " PUNCT jbi-46 263 41 . . PUNCT jbi-46 264 1 this this PRON jbi-46 264 2 in in ADP jbi-46 264 3 effect effect NOUN jbi-46 264 4 identifies identify VERB jbi-46 264 5 an an DET jbi-46 264 6 “ " PUNCT jbi-46 264 7 is be AUX jbi-46 264 8 type type NOUN jbi-46 264 9 of of ADP jbi-46 264 10 ” " PUNCT jbi-46 264 11 relationship relationship NOUN jbi-46 264 12 between between ADP jbi-46 264 13 the the DET jbi-46 264 14 three three NUM jbi-46 264 15 concepts concept NOUN jbi-46 264 16 : : PUNCT jbi-46 264 17 pistillate pistillate ADJ jbi-46 264 18 flowers flower NOUN jbi-46 264 19 and and CCONJ jbi-46 264 20 staminate staminate NOUN jbi-46 264 21 flowers flower NOUN jbi-46 264 22 are be AUX jbi-46 264 23 types type NOUN jbi-46 264 24 of of ADP jbi-46 264 25 flowers flower NOUN jbi-46 264 26 . . PUNCT jbi-46 265 1 the the DET jbi-46 265 2 relationship relationship NOUN jbi-46 265 3 “ " PUNCT jbi-46 265 4 is be AUX jbi-46 265 5 part part NOUN jbi-46 265 6 of of ADP jbi-46 265 7 ” " PUNCT jbi-46 265 8 may may AUX jbi-46 265 9 also also ADV jbi-46 265 10 be be AUX jbi-46 265 11 discovered discover VERB jbi-46 265 12 by by ADP jbi-46 265 13 looking look VERB jbi-46 265 14 at at ADP jbi-46 265 15 the the DET jbi-46 265 16 punctuation punctuation NOUN jbi-46 265 17 marks mark NOUN jbi-46 265 18 . . PUNCT jbi-46 266 1 many many ADJ jbi-46 266 2 floras flora NOUN jbi-46 266 3 adopt adopt VERB jbi-46 266 4 the the DET jbi-46 266 5 convention convention NOUN jbi-46 266 6 to to PART jbi-46 266 7 “ " PUNCT jbi-46 266 8 place place VERB jbi-46 266 9 each each DET jbi-46 266 10 major major ADJ jbi-46 266 11 structure structure NOUN jbi-46 266 12 in in ADP jbi-46 266 13 a a DET jbi-46 266 14 separate separate ADJ jbi-46 266 15 sentence sentence NOUN jbi-46 266 16 and and CCONJ jbi-46 266 17 separate separate ADJ jbi-46 266 18 subparts subpart NOUN jbi-46 266 19 by by ADP jbi-46 266 20 semicolons semicolon NOUN jbi-46 266 21 ” " PUNCT jbi-46 266 22 ( ( PUNCT jbi-46 266 23 fna fna NOUN jbi-46 266 24 editorial editorial NOUN jbi-46 266 25 committee committee NOUN jbi-46 266 26 , , PUNCT jbi-46 266 27 2006 2006 NUM jbi-46 266 28 ) ) PUNCT jbi-46 266 29 . . PUNCT jbi-46 267 1 this this DET jbi-46 267 2 convention convention NOUN jbi-46 267 3 can can AUX jbi-46 267 4 be be AUX jbi-46 267 5 used use VERB jbi-46 267 6 to to PART jbi-46 267 7 identify identify VERB jbi-46 267 8 relationships relationship NOUN jbi-46 267 9 such such ADJ jbi-46 267 10 as as ADP jbi-46 267 11 sepals sepal NOUN jbi-46 267 12 are be AUX jbi-46 267 13 a a DET jbi-46 267 14 part part NOUN jbi-46 267 15 of of ADP jbi-46 267 16 a a DET jbi-46 267 17 flower flower NOUN jbi-46 267 18 . . PUNCT jbi-46 268 1 these these DET jbi-46 268 2 relationships relationship NOUN jbi-46 268 3 are be AUX jbi-46 268 4 integrated integrate VERB jbi-46 268 5 in in ADP jbi-46 268 6 the the DET jbi-46 268 7 resultant resultant NOUN jbi-46 268 8 raw raw ADJ jbi-46 268 9 schema schema NOUN jbi-46 268 10 , , PUNCT jbi-46 268 11 which which PRON jbi-46 268 12 is be AUX jbi-46 268 13 a a DET jbi-46 268 14 good good ADJ jbi-46 268 15 start start NOUN jbi-46 268 16 for for SCONJ jbi-46 268 17 a a DET jbi-46 268 18 domain domain NOUN jbi-46 268 19 expert expert NOUN jbi-46 268 20 to to PART jbi-46 268 21 make make VERB jbi-46 268 22 refinements refinement NOUN jbi-46 268 23 . . PUNCT jbi-46 269 1 the the DET jbi-46 269 2 organ organ NOUN jbi-46 269 3 names name NOUN jbi-46 269 4 and and CCONJ jbi-46 269 5 relationships relationship NOUN jbi-46 269 6 will will AUX jbi-46 269 7 also also ADV jbi-46 269 8 be be AUX jbi-46 269 9 useful useful ADJ jbi-46 269 10 for for ADP jbi-46 269 11 a a DET jbi-46 269 12 semantically semantically ADV jbi-46 269 13 richer rich ADJ jbi-46 269 14 ontology ontology NOUN jbi-46 269 15 to to PART jbi-46 269 16 be be AUX jbi-46 269 17 developed develop VERB jbi-46 269 18 in in ADP jbi-46 269 19 the the DET jbi-46 269 20 future future NOUN jbi-46 269 21 . . PUNCT jbi-46 270 1 in in ADP jbi-46 270 2 addition addition NOUN jbi-46 270 3 , , PUNCT jbi-46 270 4 the the DET jbi-46 270 5 subjects subject NOUN jbi-46 270 6 and and CCONJ jbi-46 270 7 their their PRON jbi-46 270 8 head head NOUN jbi-46 270 9 nouns noun NOUN jbi-46 270 10 can can AUX jbi-46 270 11 be be AUX jbi-46 270 12 used use VERB jbi-46 270 13 as as ADP jbi-46 270 14 xml xml NOUN jbi-46 270 15 tags tag NOUN jbi-46 270 16 to to PART jbi-46 270 17 tag tag VERB jbi-46 270 18 the the DET jbi-46 270 19 descriptions description NOUN jbi-46 270 20 into into ADP jbi-46 270 21 well well ADV jbi-46 270 22 - - PUNCT jbi-46 270 23 formed form VERB jbi-46 270 24 xml xml NOUN jbi-46 270 25 documents document NOUN jbi-46 270 26 . . PUNCT jbi-46 271 1 the the DET jbi-46 271 2 well well ADV jbi-46 271 3 - - PUNCT jbi-46 271 4 formed form VERB jbi-46 271 5 xml xml NOUN jbi-46 271 6 documents document NOUN jbi-46 271 7 may may AUX jbi-46 271 8 be be AUX jbi-46 271 9 imported import VERB jbi-46 271 10 to to ADP jbi-46 271 11 the the DET jbi-46 271 12 training training NOUN jbi-46 271 13 example example NOUN jbi-46 271 14 preparation preparation NOUN jbi-46 271 15 utility utility NOUN jbi-46 271 16 ( ( PUNCT jbi-46 271 17 figure figure NOUN jbi-46 271 18 3(c 3(c NUM jbi-46 271 19 ) ) PUNCT jbi-46 271 20 ) ) PUNCT jbi-46 271 21 to to PART jbi-46 271 22 generate generate VERB jbi-46 271 23 training training NOUN jbi-46 271 24 examples example NOUN jbi-46 271 25 for for ADP jbi-46 271 26 martt martt NOUN jbi-46 271 27 at at ADP jbi-46 271 28 a a DET jbi-46 271 29 much much ADV jbi-46 271 30 reduced reduced ADJ jbi-46 271 31 cost cost NOUN jbi-46 271 32 . . PUNCT jbi-46 272 1 martt martt NOUN jbi-46 272 2 may may AUX jbi-46 272 3 also also ADV jbi-46 272 4 directly directly ADV jbi-46 272 5 use use VERB jbi-46 272 6 the the DET jbi-46 272 7 tags tag NOUN jbi-46 272 8 to to PART jbi-46 272 9 mark mark VERB jbi-46 272 10 up up ADP jbi-46 272 11 elements element NOUN jbi-46 272 12 with with ADP jbi-46 272 13 few few ADJ jbi-46 272 14 training training NOUN jbi-46 272 15 examples example NOUN jbi-46 272 16 . . PUNCT jbi-46 273 1 hence hence ADV jbi-46 273 2 the the DET jbi-46 273 3 simple simple ADJ jbi-46 273 4 unsupervised unsupervised ADJ jbi-46 273 5 learning learn VERB jbi-46 273 6 algorithm algorithm NOUN jbi-46 273 7 addresses address VERB jbi-46 273 8 the the DET jbi-46 273 9 schema schema NOUN jbi-46 273 10 coverage coverage NOUN jbi-46 273 11 problem problem NOUN jbi-46 273 12 and and CCONJ jbi-46 273 13 the the DET jbi-46 273 14 lack lack NOUN jbi-46 273 15 of of ADP jbi-46 273 16 training training NOUN jbi-46 273 17 example example NOUN jbi-46 273 18 problem problem NOUN jbi-46 273 19 at at ADP jbi-46 273 20 the the DET jbi-46 273 21 same same ADJ jbi-46 273 22 time time NOUN jbi-46 273 23 . . PUNCT jbi-46 274 1 the the DET jbi-46 274 2 bootstrap bootstrap NOUN jbi-46 274 3 algorithm algorithm NOUN jbi-46 274 4 was be AUX jbi-46 274 5 tested test VERB jbi-46 274 6 , , PUNCT jbi-46 274 7 without without ADP jbi-46 274 8 being be AUX jbi-46 274 9 given give VERB jbi-46 274 10 any any DET jbi-46 274 11 seed seed NOUN jbi-46 274 12 nouns noun NOUN jbi-46 274 13 , , PUNCT jbi-46 274 14 on on ADP jbi-46 274 15 three three NUM jbi-46 274 16 collections collection NOUN jbi-46 274 17 : : PUNCT jbi-46 274 18 one one NUM jbi-46 274 19 contained contain VERB jbi-46 274 20 120 120 NUM jbi-46 274 21 algae algae NOUN jbi-46 274 22 descriptions description NOUN jbi-46 274 23 extracted extract VERB jbi-46 274 24 from from ADP jbi-46 274 25 feist feist PROPN jbi-46 274 26 , , PUNCT jbi-46 274 27 et et PROPN jbi-46 274 28 . . PUNCT jbi-46 275 1 al al PROPN jbi-46 275 2 , , PUNCT jbi-46 275 3 ( ( PUNCT jbi-46 275 4 2005 2005 NUM jbi-46 275 5 ) ) PUNCT jbi-46 275 6 , , PUNCT jbi-46 275 7 another another PRON jbi-46 275 8 contained contain VERB jbi-46 275 9 200 200 NUM jbi-46 275 10 fna fna NOUN jbi-46 275 11 descriptions description NOUN jbi-46 275 12 , , PUNCT jbi-46 275 13 and and CCONJ jbi-46 275 14 the the DET jbi-46 275 15 third third ADJ jbi-46 275 16 contained contain VERB jbi-46 275 17 2367 2367 NUM jbi-46 275 18 fna fna NOUN jbi-46 275 19 descriptions description NOUN jbi-46 275 20 . . PUNCT jbi-46 276 1 table table NOUN jbi-46 276 2 7 7 NUM jbi-46 276 3 shows show VERB jbi-46 276 4 the the DET jbi-46 276 5 evaluation evaluation NOUN jbi-46 276 6 results result NOUN jbi-46 276 7 . . PUNCT jbi-46 277 1 from from ADP jbi-46 277 2 the the DET jbi-46 277 3 538 538 NUM jbi-46 277 4 sentences sentence NOUN jbi-46 277 5 of of ADP jbi-46 277 6 the the DET jbi-46 277 7 algae algae NOUN jbi-46 277 8 descriptions description NOUN jbi-46 277 9 , , PUNCT jbi-46 277 10 the the DET jbi-46 277 11 algorithm algorithm NOUN jbi-46 277 12 learned learn VERB jbi-46 277 13 37 37 NUM jbi-46 277 14 good good ADJ jbi-46 277 15 singular singular ADJ jbi-46 277 16 nouns noun NOUN jbi-46 277 17 ( ( PUNCT jbi-46 277 18 correct correct ADJ jbi-46 277 19 rate rate NOUN jbi-46 277 20 = = SYM jbi-46 277 21 95 95 NUM jbi-46 277 22 % % NOUN jbi-46 277 23 ) ) PUNCT jbi-46 277 24 and and CCONJ jbi-46 277 25 13 13 NUM jbi-46 277 26 good good ADJ jbi-46 277 27 plural plural ADJ jbi-46 277 28 nouns noun NOUN jbi-46 277 29 ( ( PUNCT jbi-46 277 30 correct correct ADJ jbi-46 277 31 rate rate NOUN jbi-46 277 32 = = SYM jbi-46 277 33 87 87 NUM jbi-46 277 34 % % NOUN jbi-46 277 35 ) ) PUNCT jbi-46 277 36 , , PUNCT jbi-46 277 37 and and CCONJ jbi-46 277 38 tagged tag VERB jbi-46 277 39 476 476 NUM jbi-46 277 40 sentences sentence NOUN jbi-46 277 41 correctly correctly ADV jbi-46 277 42 ( ( PUNCT jbi-46 277 43 correct correct ADJ jbi-46 277 44 rate rate NOUN jbi-46 277 45 = = SYM jbi-46 277 46 88 88 NUM jbi-46 277 47 % % NOUN jbi-46 277 48 ) ) PUNCT jbi-46 277 49 . . PUNCT jbi-46 278 1 from from ADP jbi-46 278 2 the the DET jbi-46 278 3 cui cui NOUN jbi-46 278 4 – – PUNCT jbi-46 278 5 converting convert VERB jbi-46 278 6 taxonomic taxonomic ADJ jbi-46 278 7 descriptions description NOUN jbi-46 278 8 to to ADP jbi-46 278 9 new new ADJ jbi-46 278 10 digital digital ADJ jbi-46 278 11 formats format NOUN jbi-46 278 12 32 32 NUM jbi-46 278 13 ( ( PUNCT jbi-46 278 14 a a X jbi-46 278 15 ) ) PUNCT jbi-46 278 16 the the DET jbi-46 278 17 composition composition NOUN jbi-46 278 18 area area NOUN jbi-46 278 19 ( ( PUNCT jbi-46 278 20 b b NOUN jbi-46 278 21 ) ) PUNCT jbi-46 278 22 oneclick oneclick NOUN jbi-46 278 23 markup markup NOUN jbi-46 278 24 and and CCONJ jbi-46 278 25 editing edit VERB jbi-46 278 26 ( ( PUNCT jbi-46 278 27 c c NOUN jbi-46 278 28 ) ) PUNCT jbi-46 278 29 manual manual ADJ jbi-46 278 30 markup markup ADJ jbi-46 278 31 figure figure NOUN jbi-46 278 32 3 3 NUM jbi-46 278 33 . . PUNCT jbi-46 278 34 training training NOUN jbi-46 278 35 example example NOUN jbi-46 278 36 preparation preparation NOUN jbi-46 278 37 and and CCONJ jbi-46 278 38 verification verification NOUN jbi-46 278 39 utility utility NOUN jbi-46 278 40 interface interface NOUN jbi-46 278 41 . . PUNCT jbi-46 279 1 cui cui NOUN jbi-46 279 2 – – PUNCT jbi-46 279 3 converting convert VERB jbi-46 279 4 taxonomic taxonomic ADJ jbi-46 279 5 descriptions description NOUN jbi-46 279 6 to to ADP jbi-46 279 7 new new ADJ jbi-46 279 8 digital digital ADJ jbi-46 279 9 formats format NOUN jbi-46 279 10 33 33 NUM jbi-46 279 11 3195 3195 NUM jbi-46 279 12 sentences sentence NOUN jbi-46 279 13 of of ADP jbi-46 279 14 the the DET jbi-46 279 15 fna fna NOUN jbi-46 279 16 descriptions description NOUN jbi-46 279 17 ( ( PUNCT jbi-46 279 18 labeled label VERB jbi-46 279 19 as as ADP jbi-46 279 20 fna-1 fna-1 PUNCT jbi-46 279 21 in in ADP jbi-46 279 22 the the DET jbi-46 279 23 table table NOUN jbi-46 279 24 ) ) PUNCT jbi-46 280 1 , , PUNCT jbi-46 280 2 the the DET jbi-46 280 3 algorithm algorithm NOUN jbi-46 280 4 learned learn VERB jbi-46 280 5 152 152 NUM jbi-46 280 6 good good ADJ jbi-46 280 7 singular singular ADJ jbi-46 280 8 nouns noun NOUN jbi-46 280 9 ( ( PUNCT jbi-46 280 10 correct correct ADJ jbi-46 280 11 rate rate NOUN jbi-46 280 12 = = SYM jbi-46 280 13 99 99 NUM jbi-46 280 14 % % NOUN jbi-46 280 15 ) ) PUNCT jbi-46 280 16 and and CCONJ jbi-46 280 17 90 90 NUM jbi-46 280 18 good good ADJ jbi-46 280 19 plural plural ADJ jbi-46 280 20 nouns noun NOUN jbi-46 280 21 ( ( PUNCT jbi-46 280 22 correct correct ADJ jbi-46 280 23 rate rate NOUN jbi-46 280 24 = = NOUN jbi-46 280 25 100 100 NUM jbi-46 280 26 % % NOUN jbi-46 280 27 ) ) PUNCT jbi-46 280 28 , , PUNCT jbi-46 280 29 and and CCONJ jbi-46 280 30 tagged tag VERB jbi-46 280 31 3140 3140 NUM jbi-46 280 32 sentences sentence NOUN jbi-46 280 33 correctly correctly ADV jbi-46 280 34 ( ( PUNCT jbi-46 280 35 correct correct ADJ jbi-46 280 36 rate rate NOUN jbi-46 280 37 = = NOUN jbi-46 280 38 98 98 NUM jbi-46 280 39 % % NOUN jbi-46 280 40 ) ) PUNCT jbi-46 280 41 . . PUNCT jbi-46 281 1 an an DET jbi-46 281 2 example example NOUN jbi-46 281 3 correct correct ADJ jbi-46 281 4 tag tag NOUN jbi-46 281 5 is be AUX jbi-46 281 6 “ " PUNCT jbi-46 281 7 inner inner ADJ jbi-46 281 8 petals petal NOUN jbi-46 281 9 ” " PUNCT jbi-46 281 10 while while SCONJ jbi-46 281 11 an an DET jbi-46 281 12 incorrect incorrect ADJ jbi-46 281 13 one one NOUN jbi-46 281 14 may may AUX jbi-46 281 15 be be AUX jbi-46 281 16 “ " PUNCT jbi-46 281 17 petals petal NOUN jbi-46 281 18 generally generally ADV jbi-46 281 19 ” " PUNCT jbi-46 281 20 or or CCONJ jbi-46 281 21 “ " PUNCT jbi-46 281 22 in in ADP jbi-46 281 23 some some DET jbi-46 281 24 species specie NOUN jbi-46 281 25 base base NOUN jbi-46 281 26 ” " PUNCT jbi-46 281 27 ( ( PUNCT jbi-46 281 28 figure figure NOUN jbi-46 281 29 4a 4a NUM jbi-46 281 30 ) ) PUNCT jbi-46 281 31 . . PUNCT jbi-46 282 1 note note VERB jbi-46 282 2 the the DET jbi-46 282 3 number number NOUN jbi-46 282 4 of of ADP jbi-46 282 5 unique unique ADJ jbi-46 282 6 tags tag NOUN jbi-46 282 7 does do AUX jbi-46 282 8 not not PART jbi-46 282 9 grow grow VERB jbi-46 282 10 linearly linearly ADV jbi-46 282 11 with with ADP jbi-46 282 12 the the DET jbi-46 282 13 size size NOUN jbi-46 282 14 of of ADP jbi-46 282 15 description description NOUN jbi-46 282 16 collections collection NOUN jbi-46 282 17 . . PUNCT jbi-46 283 1 this this PRON jbi-46 283 2 ensures ensure VERB jbi-46 283 3 that that SCONJ jbi-46 283 4 a a DET jbi-46 283 5 visual visual ADJ jbi-46 283 6 display display NOUN jbi-46 283 7 of of ADP jbi-46 283 8 the the DET jbi-46 283 9 learned learn VERB jbi-46 283 10 tags tag NOUN jbi-46 283 11 and and CCONJ jbi-46 283 12 their their PRON jbi-46 283 13 structure structure NOUN jbi-46 283 14 will will AUX jbi-46 283 15 not not PART jbi-46 283 16 get get VERB jbi-46 283 17 overly overly ADV jbi-46 283 18 crowded crowded ADJ jbi-46 283 19 with with ADP jbi-46 283 20 larger large ADJ jbi-46 283 21 collections collection NOUN jbi-46 283 22 . . PUNCT jbi-46 284 1 as as SCONJ jbi-46 284 2 table table NOUN jbi-46 284 3 7 7 NUM jbi-46 284 4 shows show NOUN jbi-46 284 5 , , PUNCT jbi-46 284 6 while while SCONJ jbi-46 284 7 the the DET jbi-46 284 8 number number NOUN jbi-46 284 9 of of ADP jbi-46 284 10 sentences sentence NOUN jbi-46 284 11 in in ADP jbi-46 284 12 fna-1 fna-1 PUNCT jbi-46 284 13 is be AUX jbi-46 284 14 6 6 NUM jbi-46 284 15 times time NOUN jbi-46 284 16 of of ADP jbi-46 284 17 that that PRON jbi-46 284 18 in in ADP jbi-46 284 19 algae algae NOUN jbi-46 284 20 collection collection NOUN jbi-46 284 21 , , PUNCT jbi-46 284 22 the the DET jbi-46 284 23 number number NOUN jbi-46 284 24 of of ADP jbi-46 284 25 tags tag NOUN jbi-46 284 26 learned learn VERB jbi-46 284 27 from from ADP jbi-46 284 28 fna-1 fna-1 NUM jbi-46 284 29 is be AUX jbi-46 284 30 only only ADV jbi-46 284 31 2 2 NUM jbi-46 284 32 times time NOUN jbi-46 284 33 of of ADP jbi-46 284 34 that that PRON jbi-46 284 35 from from ADP jbi-46 284 36 algae algae NOUN jbi-46 284 37 . . PUNCT jbi-46 285 1 to to PART jbi-46 285 2 confirm confirm VERB jbi-46 285 3 this this DET jbi-46 285 4 observation observation NOUN jbi-46 285 5 , , PUNCT jbi-46 285 6 a a DET jbi-46 285 7 larger large ADJ jbi-46 285 8 fna fna NOUN jbi-46 285 9 collection collection NOUN jbi-46 285 10 ( ( PUNCT jbi-46 285 11 labeled label VERB jbi-46 285 12 fna-2 fna-2 NUM jbi-46 285 13 in in ADP jbi-46 285 14 table table NOUN jbi-46 285 15 7 7 NUM jbi-46 285 16 ) ) PUNCT jbi-46 285 17 with with ADP jbi-46 285 18 31387 31387 NUM jbi-46 285 19 sentences sentence NOUN jbi-46 285 20 was be AUX jbi-46 285 21 processed process VERB jbi-46 285 22 and and CCONJ jbi-46 285 23 the the DET jbi-46 285 24 result result NOUN jbi-46 285 25 shows show VERB jbi-46 285 26 that that SCONJ jbi-46 285 27 , , PUNCT jbi-46 285 28 comparing compare VERB jbi-46 285 29 fna-2 fna-2 X jbi-46 285 30 with with ADP jbi-46 285 31 fna-1 fna-1 NUM jbi-46 285 32 , , PUNCT jbi-46 285 33 while while SCONJ jbi-46 285 34 the the DET jbi-46 285 35 number number NOUN jbi-46 285 36 of of ADP jbi-46 285 37 sentences sentence NOUN jbi-46 285 38 increases increase VERB jbi-46 285 39 9 9 NUM jbi-46 285 40 - - NUM jbi-46 285 41 fold fold ADJ jbi-46 285 42 , , PUNCT jbi-46 285 43 the the DET jbi-46 285 44 number number NOUN jbi-46 285 45 of of ADP jbi-46 285 46 tags tag NOUN jbi-46 285 47 only only ADV jbi-46 285 48 increases increase VERB jbi-46 285 49 2 2 NUM jbi-46 285 50 - - NOUN jbi-46 285 51 fold fold ADJ jbi-46 285 52 . . PUNCT jbi-46 286 1 the the DET jbi-46 286 2 number number NOUN jbi-46 286 3 of of ADP jbi-46 286 4 unique unique ADJ jbi-46 286 5 tags tag NOUN jbi-46 286 6 increases increase NOUN jbi-46 286 7 at at ADP jbi-46 286 8 a a DET jbi-46 286 9 much much ADV jbi-46 286 10 lower low ADJ jbi-46 286 11 rate rate NOUN jbi-46 286 12 than than ADP jbi-46 286 13 the the DET jbi-46 286 14 number number NOUN jbi-46 286 15 of of ADP jbi-46 286 16 sentences sentence NOUN jbi-46 286 17 and and CCONJ jbi-46 286 18 is be AUX jbi-46 286 19 expected expect VERB jbi-46 286 20 to to PART jbi-46 286 21 reach reach VERB jbi-46 286 22 a a DET jbi-46 286 23 plateau plateau NOUN jbi-46 286 24 . . PUNCT jbi-46 287 1 the the DET jbi-46 287 2 diagram diagram NOUN jbi-46 287 3 in in ADP jbi-46 287 4 figure figure NOUN jbi-46 287 5 4 4 NUM jbi-46 287 6 visualizes visualize VERB jbi-46 287 7 the the DET jbi-46 287 8 resultant resultant NOUN jbi-46 287 9 xml xml NOUN jbi-46 287 10 schema schema NOUN jbi-46 287 11 , , PUNCT jbi-46 287 12 including include VERB jbi-46 287 13 the the DET jbi-46 287 14 discovered discover VERB jbi-46 287 15 tags tag NOUN jbi-46 287 16 and and CCONJ jbi-46 287 17 their their PRON jbi-46 287 18 structural structural ADJ jbi-46 287 19 relationships relationship NOUN jbi-46 287 20 . . PUNCT jbi-46 288 1 figure figure NOUN jbi-46 288 2 4a 4a NOUN jbi-46 288 3 and and CCONJ jbi-46 288 4 4b 4b PROPN jbi-46 288 5 shows show VERB jbi-46 288 6 the the DET jbi-46 288 7 interactive interactive ADJ jbi-46 288 8 diagrams diagram NOUN jbi-46 288 9 generated generate VERB jbi-46 288 10 from from ADP jbi-46 288 11 the the DET jbi-46 288 12 algae algae NOUN jbi-46 288 13 and and CCONJ jbi-46 288 14 fna-1 fna-1 ADJ jbi-46 288 15 descriptions description NOUN jbi-46 288 16 respectively respectively ADV jbi-46 288 17 . . PUNCT jbi-46 289 1 the the PRON jbi-46 289 2 “ " PUNCT jbi-46 289 3 is be AUX jbi-46 289 4 part part NOUN jbi-46 289 5 of of ADP jbi-46 289 6 ” " PUNCT jbi-46 289 7 relationships relationship NOUN jbi-46 289 8 are be AUX jbi-46 289 9 displayed display VERB jbi-46 289 10 in in ADP jbi-46 289 11 the the DET jbi-46 289 12 diagrams diagram NOUN jbi-46 289 13 by by ADP jbi-46 289 14 connecting connect VERB jbi-46 289 15 sub sub NOUN jbi-46 289 16 - - NOUN jbi-46 289 17 organs organ NOUN jbi-46 289 18 to to ADP jbi-46 289 19 their their PRON jbi-46 289 20 parent parent NOUN jbi-46 289 21 organs organ NOUN jbi-46 289 22 . . PUNCT jbi-46 290 1 the the DET jbi-46 290 2 visualization visualization NOUN jbi-46 290 3 readily readily ADV jbi-46 290 4 shows show VERB jbi-46 290 5 the the DET jbi-46 290 6 organs organ NOUN jbi-46 290 7 and and CCONJ jbi-46 290 8 how how SCONJ jbi-46 290 9 consistently consistently ADV jbi-46 290 10 periods period NOUN jbi-46 290 11 and and CCONJ jbi-46 290 12 semicolons semicolon NOUN jbi-46 290 13 were be AUX jbi-46 290 14 used use VERB jbi-46 290 15 in in ADP jbi-46 290 16 the the DET jbi-46 290 17 text text NOUN jbi-46 290 18 . . PUNCT jbi-46 291 1 fna fna NOUN jbi-46 291 2 descriptions description NOUN jbi-46 291 3 often often ADV jbi-46 291 4 use use VERB jbi-46 291 5 periods period NOUN jbi-46 291 6 and and CCONJ jbi-46 291 7 semicolons semicolon NOUN jbi-46 291 8 to to PART jbi-46 291 9 set set VERB jbi-46 291 10 off off ADP jbi-46 291 11 major major ADJ jbi-46 291 12 structure structure NOUN jbi-46 291 13 descriptions description NOUN jbi-46 291 14 and and CCONJ jbi-46 291 15 subpart subpart NOUN jbi-46 291 16 descriptions description NOUN jbi-46 291 17 respectively respectively ADV jbi-46 291 18 , , PUNCT jbi-46 291 19 hence hence ADV jbi-46 291 20 we we PRON jbi-46 291 21 see see VERB jbi-46 291 22 rather rather ADV jbi-46 291 23 clearly clearly ADV jbi-46 291 24 the the DET jbi-46 291 25 main main ADJ jbi-46 291 26 organ organ NOUN jbi-46 291 27 elements element NOUN jbi-46 291 28 such such ADJ jbi-46 291 29 as as ADP jbi-46 291 30 leaves leave NOUN jbi-46 291 31 , , PUNCT jbi-46 291 32 inflorescences inflorescence NOUN jbi-46 291 33 , , PUNCT jbi-46 291 34 flowers flower NOUN jbi-46 291 35 , , PUNCT jbi-46 291 36 fruits fruit NOUN jbi-46 291 37 , , PUNCT jbi-46 291 38 and and CCONJ jbi-46 291 39 seeds seed NOUN jbi-46 291 40 as as ADP jbi-46 291 41 the the DET jbi-46 291 42 first first ADJ jbi-46 291 43 level level NOUN jbi-46 291 44 elements element NOUN jbi-46 291 45 and and CCONJ jbi-46 291 46 their their PRON jbi-46 291 47 subparts subpart NOUN jbi-46 291 48 as as ADP jbi-46 291 49 the the DET jbi-46 291 50 second second ADJ jbi-46 291 51 level level NOUN jbi-46 291 52 elements element NOUN jbi-46 291 53 ( ( PUNCT jbi-46 291 54 figure figure NOUN jbi-46 291 55 4b 4b PROPN jbi-46 291 56 ) ) PUNCT jbi-46 291 57 . . PUNCT jbi-46 292 1 in in ADP jbi-46 292 2 contrast contrast NOUN jbi-46 292 3 , , PUNCT jbi-46 292 4 the the DET jbi-46 292 5 algae algae NOUN jbi-46 292 6 descriptions description NOUN jbi-46 292 7 do do AUX jbi-46 292 8 not not PART jbi-46 292 9 follow follow VERB jbi-46 292 10 the the DET jbi-46 292 11 same same ADJ jbi-46 292 12 convention convention NOUN jbi-46 292 13 in in ADP jbi-46 292 14 using use VERB jbi-46 292 15 periods period NOUN jbi-46 292 16 and and CCONJ jbi-46 292 17 semicolons semicolon NOUN jbi-46 292 18 ; ; PUNCT jbi-46 292 19 instead instead ADV jbi-46 292 20 , , PUNCT jbi-46 292 21 they they PRON jbi-46 292 22 use use VERB jbi-46 292 23 mostly mostly ADV jbi-46 292 24 semicolons semicolon NOUN jbi-46 292 25 to to PART jbi-46 292 26 separate separate VERB jbi-46 292 27 different different ADJ jbi-46 292 28 descriptive descriptive ADJ jbi-46 292 29 segments segment NOUN jbi-46 292 30 . . PUNCT jbi-46 293 1 therefore therefore ADV jbi-46 293 2 in in ADP jbi-46 293 3 the the DET jbi-46 293 4 diagram diagram NOUN jbi-46 293 5 there there PRON jbi-46 293 6 is be VERB jbi-46 293 7 no no DET jbi-46 293 8 clear clear ADV jbi-46 293 9 - - PUNCT jbi-46 293 10 cut cut VERB jbi-46 293 11 main main ADJ jbi-46 293 12 organs organ NOUN jbi-46 293 13 level level NOUN jbi-46 293 14 or or CCONJ jbi-46 293 15 subparts subpart NOUN jbi-46 293 16 level level NOUN jbi-46 293 17 ( ( PUNCT jbi-46 293 18 figure figure NOUN jbi-46 293 19 4a 4a NUM jbi-46 293 20 ) ) PUNCT jbi-46 293 21 . . PUNCT jbi-46 294 1 the the DET jbi-46 294 2 diagram diagram NOUN jbi-46 294 3 may may AUX jbi-46 294 4 be be AUX jbi-46 294 5 further far ADV jbi-46 294 6 explored explore VERB jbi-46 294 7 ; ; PUNCT jbi-46 294 8 for for ADP jbi-46 294 9 example example NOUN jbi-46 294 10 , , PUNCT jbi-46 294 11 when when SCONJ jbi-46 294 12 a a DET jbi-46 294 13 tag tag NOUN jbi-46 294 14 is be AUX jbi-46 294 15 selected select VERB jbi-46 294 16 , , PUNCT jbi-46 294 17 the the DET jbi-46 294 18 interface interface NOUN jbi-46 294 19 displays display VERB jbi-46 294 20 the the DET jbi-46 294 21 original original ADJ jbi-46 294 22 descriptions description NOUN jbi-46 294 23 on on ADP jbi-46 294 24 which which PRON jbi-46 294 25 the the DET jbi-46 294 26 tag tag NOUN jbi-46 294 27 is be AUX jbi-46 294 28 applied apply VERB jbi-46 294 29 . . PUNCT jbi-46 295 1 a a DET jbi-46 295 2 visual visual ADJ jbi-46 295 3 interface interface NOUN jbi-46 295 4 like like ADP jbi-46 295 5 this this DET jbi-46 295 6 assists assist NOUN jbi-46 295 7 the the DET jbi-46 295 8 human human ADJ jbi-46 295 9 expert expert NOUN jbi-46 295 10 in in ADP jbi-46 295 11 refining refine VERB jbi-46 295 12 the the DET jbi-46 295 13 raw raw ADJ jbi-46 295 14 schema schema NOUN jbi-46 295 15 to to PART jbi-46 295 16 make make VERB jbi-46 295 17 it it PRON jbi-46 295 18 fit fit VERB jbi-46 295 19 the the DET jbi-46 295 20 descriptions description NOUN jbi-46 295 21 better well ADV jbi-46 295 22 . . PUNCT jbi-46 296 1 the the DET jbi-46 296 2 performance performance NOUN jbi-46 296 3 variation variation NOUN jbi-46 296 4 issue issue NOUN jbi-46 296 5 the the DET jbi-46 296 6 results result NOUN jbi-46 296 7 from from ADP jbi-46 296 8 the the DET jbi-46 296 9 martt martt NOUN jbi-46 296 10 experiments experiment NOUN jbi-46 296 11 show show VERB jbi-46 296 12 that that SCONJ jbi-46 296 13 the the DET jbi-46 296 14 system system NOUN jbi-46 296 15 performed perform VERB jbi-46 296 16 better well ADV jbi-46 296 17 on on ADP jbi-46 296 18 the the DET jbi-46 296 19 fna fna NOUN jbi-46 296 20 and and CCONJ jbi-46 296 21 foc foc ADJ jbi-46 296 22 collections collection NOUN jbi-46 296 23 than than ADP jbi-46 296 24 on on ADP jbi-46 296 25 the the DET jbi-46 296 26 fnct fnct ADJ jbi-46 296 27 collection collection NOUN jbi-46 296 28 . . PUNCT jbi-46 297 1 performance performance NOUN jbi-46 297 2 differences difference NOUN jbi-46 297 3 were be AUX jbi-46 297 4 also also ADV jbi-46 297 5 seen see VERB jbi-46 297 6 among among ADP jbi-46 297 7 different different ADJ jbi-46 297 8 elements element NOUN jbi-46 297 9 , , PUNCT jbi-46 297 10 for for ADP jbi-46 297 11 example example NOUN jbi-46 297 12 flowers flower NOUN jbi-46 297 13 elements element NOUN jbi-46 297 14 were be AUX jbi-46 297 15 more more ADV jbi-46 297 16 difficult difficult ADJ jbi-46 297 17 than than ADP jbi-46 297 18 others other NOUN jbi-46 297 19 . . PUNCT jbi-46 298 1 what what PRON jbi-46 298 2 characteristics characteristic NOUN jbi-46 298 3 of of ADP jbi-46 298 4 data datum NOUN jbi-46 298 5 sets set NOUN jbi-46 298 6 cause cause VERB jbi-46 298 7 the the DET jbi-46 298 8 performance performance NOUN jbi-46 298 9 difference difference NOUN jbi-46 298 10 ? ? PUNCT jbi-46 299 1 can can AUX jbi-46 299 2 these these DET jbi-46 299 3 characteristics characteristic NOUN jbi-46 299 4 be be AUX jbi-46 299 5 measured measure VERB jbi-46 299 6 and and CCONJ jbi-46 299 7 used use VERB jbi-46 299 8 to to PART jbi-46 299 9 predict predict VERB jbi-46 299 10 martt martt NOUN jbi-46 299 11 performance performance NOUN jbi-46 299 12 ? ? PUNCT jbi-46 300 1 a a DET jbi-46 300 2 performance performance NOUN jbi-46 300 3 prediction prediction NOUN jbi-46 300 4 model model NOUN jbi-46 300 5 helps help VERB jbi-46 300 6 to to PART jbi-46 300 7 answer answer VERB jbi-46 300 8 questions question NOUN jbi-46 300 9 such such ADJ jbi-46 300 10 as as ADP jbi-46 300 11 “ " PUNCT jbi-46 300 12 how how SCONJ jbi-46 300 13 well well ADV jbi-46 300 14 will will AUX jbi-46 300 15 this this DET jbi-46 300 16 system system NOUN jbi-46 300 17 work work VERB jbi-46 300 18 on on ADP jbi-46 300 19 this this DET jbi-46 300 20 description description NOUN jbi-46 300 21 collection collection NOUN jbi-46 300 22 ? ? PUNCT jbi-46 300 23 ” " PUNCT jbi-46 301 1 instead instead ADV jbi-46 301 2 of of ADP jbi-46 301 3 asking ask VERB jbi-46 301 4 the the DET jbi-46 301 5 user user NOUN jbi-46 301 6 to to PART jbi-46 301 7 prepare prepare VERB jbi-46 301 8 hundreds hundred NOUN jbi-46 301 9 of of ADP jbi-46 301 10 training train VERB jbi-46 301 11 examples example NOUN jbi-46 301 12 to to PART jbi-46 301 13 test test VERB jbi-46 301 14 the the DET jbi-46 301 15 system system NOUN jbi-46 301 16 out out ADP jbi-46 301 17 , , PUNCT jbi-46 301 18 we we PRON jbi-46 301 19 developed develop VERB jbi-46 301 20 a a DET jbi-46 301 21 prototype prototype NOUN jbi-46 301 22 utility utility NOUN jbi-46 301 23 that that PRON jbi-46 301 24 has have VERB jbi-46 301 25 the the DET jbi-46 301 26 potential potential NOUN jbi-46 301 27 to to PART jbi-46 301 28 predict predict VERB jbi-46 301 29 the the DET jbi-46 301 30 performance performance NOUN jbi-46 301 31 with with ADP jbi-46 301 32 just just ADV jbi-46 301 33 a a DET jbi-46 301 34 few few ADJ jbi-46 301 35 dozens dozen NOUN jbi-46 301 36 of of ADP jbi-46 301 37 examples example NOUN jbi-46 301 38 . . PUNCT jbi-46 302 1 at at ADP jbi-46 302 2 the the DET jbi-46 302 3 center center NOUN jbi-46 302 4 of of ADP jbi-46 302 5 the the DET jbi-46 302 6 utility utility NOUN jbi-46 302 7 are be AUX jbi-46 302 8 two two NUM jbi-46 302 9 modules module NOUN jbi-46 302 10 : : PUNCT jbi-46 302 11 one one NUM jbi-46 302 12 module module NOUN jbi-46 302 13 measures measure NOUN jbi-46 302 14 characteristics characteristic NOUN jbi-46 302 15 of of ADP jbi-46 302 16 a a DET jbi-46 302 17 set set NOUN jbi-46 302 18 of of ADP jbi-46 302 19 examples example NOUN jbi-46 302 20 , , PUNCT jbi-46 302 21 and and CCONJ jbi-46 302 22 the the DET jbi-46 302 23 other other ADJ jbi-46 302 24 uses use VERB jbi-46 302 25 the the DET jbi-46 302 26 prediction prediction NOUN jbi-46 302 27 model model NOUN jbi-46 302 28 to to PART jbi-46 302 29 make make VERB jbi-46 302 30 the the DET jbi-46 302 31 prediction prediction NOUN jbi-46 302 32 basing base VERB jbi-46 302 33 on on ADP jbi-46 302 34 the the DET jbi-46 302 35 measurements measurement NOUN jbi-46 302 36 . . PUNCT jbi-46 303 1 the the DET jbi-46 303 2 prediction prediction NOUN jbi-46 303 3 model model NOUN jbi-46 303 4 was be AUX jbi-46 303 5 established establish VERB jbi-46 303 6 and and CCONJ jbi-46 303 7 tested test VERB jbi-46 303 8 on on ADP jbi-46 303 9 fna fna PROPN jbi-46 303 10 , , PUNCT jbi-46 303 11 foc foc VERB jbi-46 303 12 , , PUNCT jbi-46 303 13 and and CCONJ jbi-46 303 14 fnct fnct ADJ jbi-46 303 15 descriptions description NOUN jbi-46 303 16 using use VERB jbi-46 303 17 the the DET jbi-46 303 18 following follow VERB jbi-46 303 19 procedure procedure NOUN jbi-46 303 20 : : PUNCT jbi-46 304 1 1 1 X jbi-46 304 2 . . X jbi-46 304 3 a a DET jbi-46 304 4 set set NOUN jbi-46 304 5 of of ADP jbi-46 304 6 11 11 NUM jbi-46 304 7 corpus corpus NOUN jbi-46 304 8 characteristic characteristic ADJ jbi-46 304 9 measures measure NOUN jbi-46 304 10 were be AUX jbi-46 304 11 derived derive VERB jbi-46 304 12 . . PUNCT jbi-46 305 1 2 2 X jbi-46 305 2 . . NOUN jbi-46 305 3 177 177 NUM jbi-46 305 4 collections collection NOUN jbi-46 305 5 of of ADP jbi-46 305 6 description description NOUN jbi-46 305 7 segments segment NOUN jbi-46 305 8 ( ( PUNCT jbi-46 305 9 5 5 NUM jbi-46 305 10 - - SYM jbi-46 305 11 56 56 NUM jbi-46 305 12 files file NOUN jbi-46 305 13 per per ADP jbi-46 305 14 collection collection NOUN jbi-46 305 15 ) ) PUNCT jbi-46 305 16 were be AUX jbi-46 305 17 created create VERB jbi-46 305 18 from from ADP jbi-46 305 19 fna fna PROPN jbi-46 305 20 , , PUNCT jbi-46 305 21 foc foc VERB jbi-46 305 22 , , PUNCT jbi-46 305 23 and and CCONJ jbi-46 305 24 fnct fnct ADJ jbi-46 305 25 training training NOUN jbi-46 305 26 examples example NOUN jbi-46 305 27 . . PUNCT jbi-46 306 1 3 3 X jbi-46 306 2 . . X jbi-46 306 3 the the DET jbi-46 306 4 characteristics characteristic NOUN jbi-46 306 5 of of ADP jbi-46 306 6 each each DET jbi-46 306 7 collection collection NOUN jbi-46 306 8 were be AUX jbi-46 306 9 measured measure VERB jbi-46 306 10 . . PUNCT jbi-46 307 1 4 4 X jbi-46 307 2 . . X jbi-46 307 3 martt martt NOUN jbi-46 307 4 performance performance NOUN jbi-46 307 5 on on ADP jbi-46 307 6 these these DET jbi-46 307 7 collections collection NOUN jbi-46 307 8 was be AUX jbi-46 307 9 evaluated evaluate VERB jbi-46 307 10 . . PUNCT jbi-46 308 1 5 5 X jbi-46 308 2 . . X jbi-46 308 3 statistical statistical ADJ jbi-46 308 4 analyses analysis NOUN jbi-46 308 5 were be AUX jbi-46 308 6 carried carry VERB jbi-46 308 7 out out ADP jbi-46 308 8 to to PART jbi-46 308 9 find find VERB jbi-46 308 10 correlations correlation NOUN jbi-46 308 11 between between ADP jbi-46 308 12 the the DET jbi-46 308 13 characteristic characteristic ADJ jbi-46 308 14 measures measure NOUN jbi-46 308 15 and and CCONJ jbi-46 308 16 system system NOUN jbi-46 308 17 performance performance NOUN jbi-46 308 18 . . PUNCT jbi-46 309 1 steps step NOUN jbi-46 309 2 1 1 NUM jbi-46 309 3 and and CCONJ jbi-46 309 4 3 3 NUM jbi-46 309 5 : : PUNCT jbi-46 309 6 characteristic characteristic ADJ jbi-46 309 7 measurements measurement NOUN jbi-46 309 8 we we PRON jbi-46 309 9 derived derive VERB jbi-46 309 10 the the DET jbi-46 309 11 following follow VERB jbi-46 309 12 11 11 NUM jbi-46 309 13 corpus corpus NOUN jbi-46 309 14 characteristic characteristic ADJ jbi-46 309 15 measures measure NOUN jbi-46 309 16 that that PRON jbi-46 309 17 can can AUX jbi-46 309 18 potentially potentially ADV jbi-46 309 19 have have VERB jbi-46 309 20 an an DET jbi-46 309 21 impact impact NOUN jbi-46 309 22 on on ADP jbi-46 309 23 system system NOUN jbi-46 309 24 performance performance NOUN jbi-46 309 25 . . PUNCT jbi-46 310 1 the the DET jbi-46 310 2 statistical statistical ADJ jbi-46 310 3 analyses analysis NOUN jbi-46 310 4 carried carry VERB jbi-46 310 5 out out ADP jbi-46 310 6 in in ADP jbi-46 310 7 step step NOUN jbi-46 310 8 5 5 NUM jbi-46 310 9 will will AUX jbi-46 310 10 reveal reveal VERB jbi-46 310 11 the the DET jbi-46 310 12 ones one NOUN jbi-46 310 13 with with ADP jbi-46 310 14 statistically statistically ADV jbi-46 310 15 significant significant ADJ jbi-46 310 16 impact impact NOUN jbi-46 310 17 . . PUNCT jbi-46 311 1 cui cui NOUN jbi-46 311 2 – – PUNCT jbi-46 311 3 converting convert VERB jbi-46 311 4 taxonomic taxonomic ADJ jbi-46 311 5 descriptions description NOUN jbi-46 311 6 to to ADP jbi-46 311 7 new new ADJ jbi-46 311 8 digital digital ADJ jbi-46 311 9 formats format NOUN jbi-46 311 10 34 34 NUM jbi-46 311 11 table table NOUN jbi-46 311 12 7 7 NUM jbi-46 311 13 : : PUNCT jbi-46 311 14 performance performance NOUN jbi-46 311 15 of of ADP jbi-46 311 16 the the DET jbi-46 311 17 unsupervised unsupervised ADJ jbi-46 311 18 algorithm algorithm NOUN jbi-46 311 19 on on ADP jbi-46 311 20 alga alga NOUN jbi-46 311 21 and and CCONJ jbi-46 311 22 two two NUM jbi-46 311 23 fna fna NOUN jbi-46 311 24 collections collection NOUN jbi-46 311 25 . . PUNCT jbi-46 312 1 alga alga ADJ jbi-46 312 2 fna-1 fna-1 NUM jbi-46 312 3 fna-2 fna-2 NUM jbi-46 312 4 descriptions description NOUN jbi-46 312 5 120 120 NUM jbi-46 312 6 200 200 NUM jbi-46 312 7 2367 2367 NUM jbi-46 312 8 sentences sentence NOUN jbi-46 312 9 538 538 NUM jbi-46 312 10 3195 3195 NUM jbi-46 312 11 31387 31387 NUM jbi-46 312 12 sentences sentence NOUN jbi-46 312 13 correctly correctly ADV jbi-46 312 14 tagged tag VERB jbi-46 312 15 ( ( PUNCT jbi-46 312 16 % % INTJ jbi-46 312 17 ) ) PUNCT jbi-46 312 18 476(88 476(88 NUM jbi-46 312 19 ) ) PUNCT jbi-46 312 20 3140(98 3140(98 NUM jbi-46 312 21 ) ) PUNCT jbi-46 312 22 * * PUNCT jbi-46 313 1 unique unique ADJ jbi-46 313 2 tags tag NOUN jbi-46 313 3 61 61 NUM jbi-46 313 4 143 143 NUM jbi-46 313 5 444 444 NUM jbi-46 313 6 singular singular ADJ jbi-46 313 7 nouns noun NOUN jbi-46 313 8 learned learn VERB jbi-46 313 9 39 39 NUM jbi-46 313 10 154 154 NUM jbi-46 313 11 504 504 NUM jbi-46 313 12 correct correct ADJ jbi-46 313 13 singular singular ADJ jbi-46 313 14 nouns(% nouns(% NOUN jbi-46 313 15 ) ) PUNCT jbi-46 313 16 37(95 37(95 NUM jbi-46 313 17 ) ) PUNCT jbi-46 313 18 152(99 152(99 NUM jbi-46 313 19 ) ) PUNCT jbi-46 313 20 490 490 NUM jbi-46 313 21 plural plural ADJ jbi-46 313 22 nouns noun NOUN jbi-46 313 23 learned learn VERB jbi-46 313 24 15 15 NUM jbi-46 313 25 90 90 NUM jbi-46 313 26 297 297 NUM jbi-46 313 27 correct correct ADJ jbi-46 313 28 plural plural ADJ jbi-46 313 29 nouns(% nouns(% NOUN jbi-46 313 30 ) ) PUNCT jbi-46 313 31 13(87 13(87 NUM jbi-46 313 32 ) ) PUNCT jbi-46 313 33 90(100 90(100 NOUN jbi-46 313 34 ) ) PUNCT jbi-46 313 35 295 295 NUM jbi-46 313 36 boundary boundary ADJ jbi-46 313 37 words word NOUN jbi-46 313 38 learned learn VERB jbi-46 313 39 44 44 NUM jbi-46 313 40 317 317 NUM jbi-46 313 41 932 932 NUM jbi-46 313 42 correct correct ADJ jbi-46 313 43 boundary boundary ADJ jbi-46 313 44 words word NOUN jbi-46 313 45 44 44 NUM jbi-46 313 46 317 317 NUM jbi-46 313 47 931 931 NUM jbi-46 313 48 process process NOUN jbi-46 313 49 time time NOUN jbi-46 313 50 1 1 NUM jbi-46 313 51 minute minute NOUN jbi-46 313 52 1 1 NUM jbi-46 313 53 minute minute NOUN jbi-46 313 54 15 15 NUM jbi-46 313 55 minute minute NOUN jbi-46 313 56 1 1 NUM jbi-46 313 57 . . NOUN jbi-46 313 58 instance instance NOUN jbi-46 313 59 count count NOUN jbi-46 313 60 is be AUX jbi-46 313 61 the the DET jbi-46 313 62 number number NOUN jbi-46 313 63 of of ADP jbi-46 313 64 examples example NOUN jbi-46 313 65 ( ( PUNCT jbi-46 313 66 i.e. i.e. X jbi-46 313 67 documents document NOUN jbi-46 313 68 ) ) PUNCT jbi-46 313 69 in in ADP jbi-46 313 70 a a DET jbi-46 313 71 collection collection NOUN jbi-46 313 72 . . PUNCT jbi-46 314 1 2 2 X jbi-46 314 2 . . X jbi-46 314 3 class class NOUN jbi-46 314 4 count count NOUN jbi-46 314 5 is be AUX jbi-46 314 6 the the DET jbi-46 314 7 number number NOUN jbi-46 314 8 of of ADP jbi-46 314 9 unique unique ADJ jbi-46 314 10 terminal terminal ADJ jbi-46 314 11 elements element NOUN jbi-46 314 12 in in ADP jbi-46 314 13 a a DET jbi-46 314 14 collection collection NOUN jbi-46 314 15 . . PUNCT jbi-46 315 1 3 3 NUM jbi-46 315 2 - - SYM jbi-46 315 3 5 5 NUM jbi-46 315 4 . . NUM jbi-46 315 5 n n CCONJ jbi-46 315 6 - - PUNCT jbi-46 315 7 gram gram NOUN jbi-46 315 8 count count NOUN jbi-46 315 9 ( ( PUNCT jbi-46 315 10 n n NOUN jbi-46 315 11 ∈ ∈ NOUN jbi-46 316 1 [ [ X jbi-46 316 2 1,2,3 1,2,3 NUM jbi-46 316 3 ] ] PUNCT jbi-46 316 4 ) ) PUNCT jbi-46 316 5 is be AUX jbi-46 316 6 the the DET jbi-46 316 7 number number NOUN jbi-46 316 8 of of ADP jbi-46 316 9 unique unique ADJ jbi-46 316 10 n n CCONJ jbi-46 316 11 - - PUNCT jbi-46 316 12 grams gram NOUN jbi-46 316 13 in in ADP jbi-46 316 14 a a DET jbi-46 316 15 collection collection NOUN jbi-46 316 16 . . PUNCT jbi-46 317 1 6 6 NUM jbi-46 317 2 - - SYM jbi-46 317 3 8 8 NUM jbi-46 317 4 . . PUNCT jbi-46 317 5 n n CCONJ jbi-46 317 6 - - PUNCT jbi-46 317 7 gram gram NOUN jbi-46 317 8 distribution distribution NOUN jbi-46 317 9 score score NOUN jbi-46 317 10 ( ( PUNCT jbi-46 317 11 n n NOUN jbi-46 317 12 ∈ ∈ NOUN jbi-46 318 1 [ [ X jbi-46 318 2 1,2,3 1,2,3 NUM jbi-46 318 3 ] ] PUNCT jbi-46 318 4 ) ) PUNCT jbi-46 318 5 gauges gauge VERB jbi-46 318 6 the the DET jbi-46 318 7 distinctiveness distinctiveness NOUN jbi-46 318 8 of of ADP jbi-46 318 9 n n CCONJ jbi-46 318 10 - - PUNCT jbi-46 318 11 gram gram NOUN jbi-46 318 12 distributions distribution NOUN jbi-46 318 13 in in ADP jbi-46 318 14 terminal terminal ADJ jbi-46 318 15 elements element NOUN jbi-46 318 16 in in ADP jbi-46 318 17 a a DET jbi-46 318 18 collection collection NOUN jbi-46 318 19 . . PUNCT jbi-46 319 1 if if SCONJ jbi-46 319 2 an an DET jbi-46 319 3 n n CCONJ jbi-46 319 4 - - PUNCT jbi-46 319 5 gram gram NOUN jbi-46 319 6 occurs occur VERB jbi-46 319 7 m m PROPN jbi-46 319 8 ( ( PUNCT jbi-46 319 9 m>1 m>1 NOUN jbi-46 319 10 ) ) PUNCT jbi-46 319 11 times time NOUN jbi-46 319 12 in in ADP jbi-46 319 13 a a DET jbi-46 319 14 collection collection NOUN jbi-46 319 15 and and CCONJ jbi-46 319 16 all all DET jbi-46 319 17 occurrences occurrence NOUN jbi-46 319 18 are be AUX jbi-46 319 19 in in ADP jbi-46 319 20 one one NUM jbi-46 319 21 terminal terminal ADJ jbi-46 319 22 element element NOUN jbi-46 319 23 e e NOUN jbi-46 319 24 , , PUNCT jbi-46 319 25 then then ADV jbi-46 319 26 we we PRON jbi-46 319 27 say say VERB jbi-46 319 28 the the DET jbi-46 319 29 distribution distribution NOUN jbi-46 319 30 of of ADP jbi-46 319 31 the the DET jbi-46 319 32 n n CCONJ jbi-46 319 33 - - PUNCT jbi-46 319 34 gram gram NOUN jbi-46 319 35 is be AUX jbi-46 319 36 very very ADV jbi-46 319 37 distinctive distinctive ADJ jbi-46 319 38 in in SCONJ jbi-46 319 39 that that SCONJ jbi-46 319 40 the the DET jbi-46 319 41 presence presence NOUN jbi-46 319 42 of of ADP jbi-46 319 43 the the DET jbi-46 319 44 ngram ngram NOUN jbi-46 319 45 itself itself PRON jbi-46 319 46 suggests suggest VERB jbi-46 319 47 the the DET jbi-46 319 48 element element NOUN jbi-46 319 49 . . PUNCT jbi-46 320 1 if if SCONJ jbi-46 320 2 all all DET jbi-46 320 3 ngrams ngram NOUN jbi-46 320 4 have have VERB jbi-46 320 5 such such DET jbi-46 320 6 a a DET jbi-46 320 7 distinctive distinctive ADJ jbi-46 320 8 distribution distribution NOUN jbi-46 320 9 , , PUNCT jbi-46 320 10 the the DET jbi-46 320 11 markup markup ADJ jbi-46 320 12 task task NOUN jbi-46 320 13 would would AUX jbi-46 320 14 be be AUX jbi-46 320 15 trivial trivial ADJ jbi-46 320 16 . . PUNCT jbi-46 321 1 at at ADP jbi-46 321 2 the the DET jbi-46 321 3 other other ADJ jbi-46 321 4 extreme extreme NOUN jbi-46 321 5 , , PUNCT jbi-46 321 6 if if SCONJ jbi-46 321 7 the the DET jbi-46 321 8 m m PROPN jbi-46 321 9 occurrences occurrence NOUN jbi-46 321 10 are be AUX jbi-46 321 11 uniformly uniformly ADV jbi-46 321 12 distributed distribute VERB jbi-46 321 13 in in ADP jbi-46 321 14 the the DET jbi-46 321 15 elements element NOUN jbi-46 321 16 , , PUNCT jbi-46 321 17 then then ADV jbi-46 321 18 the the DET jbi-46 321 19 presence presence NOUN jbi-46 321 20 of of ADP jbi-46 321 21 the the DET jbi-46 321 22 n n CCONJ jbi-46 321 23 - - PUNCT jbi-46 321 24 gram gram NOUN jbi-46 321 25 is be AUX jbi-46 321 26 of of ADP jbi-46 321 27 little little ADJ jbi-46 321 28 value value NOUN jbi-46 321 29 to to ADP jbi-46 321 30 the the DET jbi-46 321 31 markup markup ADJ jbi-46 321 32 task task NOUN jbi-46 321 33 . . PUNCT jbi-46 322 1 the the DET jbi-46 322 2 final final ADJ jbi-46 322 3 n n CCONJ jbi-46 322 4 - - PUNCT jbi-46 322 5 gram gram NOUN jbi-46 322 6 distribution distribution NOUN jbi-46 322 7 score score NOUN jbi-46 322 8 is be AUX jbi-46 322 9 the the DET jbi-46 322 10 mean mean ADJ jbi-46 322 11 distinctiveness distinctiveness ADJ jbi-46 322 12 scores score NOUN jbi-46 322 13 of of ADP jbi-46 322 14 all all DET jbi-46 322 15 n n PRON jbi-46 322 16 - - PUNCT jbi-46 322 17 grams gram NOUN jbi-46 322 18 counted count VERB jbi-46 322 19 in in ADP jbi-46 322 20 a a DET jbi-46 322 21 collection collection NOUN jbi-46 322 22 . . PUNCT jbi-46 323 1 the the DET jbi-46 323 2 formula formula NOUN jbi-46 323 3 for for ADP jbi-46 323 4 the the DET jbi-46 323 5 measure measure NOUN jbi-46 323 6 is be AUX jbi-46 323 7 || || NOUN jbi-46 323 8 || || PROPN jbi-46 324 1 1|| 1|| NUM jbi-46 324 2 || || NOUN jbi-46 324 3 ||max ||max NOUN jbi-46 324 4 . . PUNCT jbi-46 325 1 g g NOUN jbi-46 325 2 g g PROPN jbi-46 325 3 g g PROPN jbi-46 325 4 g g PROPN jbi-46 325 5 g g PROPN jbi-46 325 6 scoredistri scoredistri ADJ jbi-46 325 7 gig gig NOUN jbi-46 326 1 i i PRON jbi-46 326 2 i i PRON jbi-46 327 1 i i PRON jbi-46 328 1 i i PRON jbi-46 328 2 classes∑ classes∑ PROPN jbi-46 328 3 ∈ ∈ PROPN jbi-46 328 4   NOUN jbi-46 328 5   VERB jbi-46 328 6   PUNCT jbi-46 329 1   PROPN jbi-46 329 2   PROPN jbi-46 329 3   NOUN jbi-46 329 4   NOUN jbi-46 329 5   VERB jbi-46 329 6 − − NOUN jbi-46 330 1 = = PUNCT jbi-46 331 1 where where SCONJ jbi-46 331 2 g g NOUN jbi-46 331 3 = = SYM jbi-46 331 4 ( ( PUNCT jbi-46 331 5 g1 g1 PROPN jbi-46 331 6 , , PUNCT jbi-46 331 7 … … PUNCT jbi-46 331 8 , , PUNCT jbi-46 331 9 gn gn PROPN jbi-46 331 10 ) ) PUNCT jbi-46 331 11 . . PUNCT jbi-46 332 1 in in ADP jbi-46 332 2 the the DET jbi-46 332 3 formula formula NOUN jbi-46 332 4 , , PUNCT jbi-46 332 5 an an DET jbi-46 332 6 ngram ngram NOUN jbi-46 332 7 gi gi PROPN jbi-46 332 8 ’s ’s PART jbi-46 332 9 maximum maximum ADJ jbi-46 332 10 occurrence occurrence NOUN jbi-46 332 11 in in ADP jbi-46 332 12 all all DET jbi-46 332 13 terminal terminal ADJ jbi-46 332 14 elements element NOUN jbi-46 332 15 is be AUX jbi-46 332 16 divided divide VERB jbi-46 332 17 by by ADP jbi-46 332 18 gi gi NOUN jbi-46 332 19 ’s ’s PART jbi-46 332 20 total total ADJ jbi-46 332 21 occurrence occurrence NOUN jbi-46 332 22 in in ADP jbi-46 332 23 the the DET jbi-46 332 24 collection collection NOUN jbi-46 332 25 . . PUNCT jbi-46 333 1 this this DET jbi-46 333 2 simple simple ADJ jbi-46 333 3 division division NOUN jbi-46 333 4 roughly roughly ADV jbi-46 333 5 measures measure VERB jbi-46 333 6 the the DET jbi-46 333 7 distinctiveness distinctiveness NOUN jbi-46 333 8 of of ADP jbi-46 333 9 gi gi PROPN jbi-46 333 10 ’s ’s PART jbi-46 333 11 distribution distribution NOUN jbi-46 333 12 . . PUNCT jbi-46 334 1 the the DET jbi-46 334 2 factor factor NOUN jbi-46 334 3   VERB jbi-46 334 4   VERB jbi-46 334 5   PUNCT jbi-46 335 1   PROPN jbi-46 335 2   PROPN jbi-46 335 3   NOUN jbi-46 335 4   NOUN jbi-46 335 5   NOUN jbi-46 335 6 − − PROPN jbi-46 335 7 || || NOUN jbi-46 336 1 1|| 1|| NUM jbi-46 337 1 i i INTJ jbi-46 337 2 i i PRON jbi-46 337 3 g g VERB jbi-46 337 4 g g PROPN jbi-46 337 5 is be AUX jbi-46 337 6 used use VERB jbi-46 337 7 to to PART jbi-46 337 8 discount discount VERB jbi-46 337 9 the the DET jbi-46 337 10 effect effect NOUN jbi-46 337 11 of of ADP jbi-46 337 12 rare rare ADJ jbi-46 337 13 n n CCONJ jbi-46 337 14 - - PUNCT jbi-46 337 15 grams gram NOUN jbi-46 337 16 . . PUNCT jbi-46 338 1 the the DET jbi-46 338 2 final final ADJ jbi-46 338 3 score score NOUN jbi-46 338 4 is be AUX jbi-46 338 5 obtained obtain VERB jbi-46 338 6 by by ADP jbi-46 338 7 taking take VERB jbi-46 338 8 the the DET jbi-46 338 9 average average NOUN jbi-46 338 10 over over ADP jbi-46 338 11 all all DET jbi-46 338 12 ngrams ngram NOUN jbi-46 338 13 to to PART jbi-46 338 14 remove remove VERB jbi-46 338 15 possible possible ADJ jbi-46 338 16 sample sample NOUN jbi-46 338 17 size size NOUN jbi-46 338 18 effect effect NOUN jbi-46 338 19 . . PUNCT jbi-46 339 1 the the DET jbi-46 339 2 score score NOUN jbi-46 339 3 is be AUX jbi-46 339 4 a a DET jbi-46 339 5 value value NOUN jbi-46 339 6 between between ADP jbi-46 339 7 0 0 NUM jbi-46 339 8 and and CCONJ jbi-46 339 9 close close ADJ jbi-46 339 10 to to ADP jbi-46 339 11 1 1 NUM jbi-46 339 12 . . NOUN jbi-46 339 13 9 9 NUM jbi-46 339 14 . . X jbi-46 339 15 delimiter delimiter NOUN jbi-46 339 16 score score NOUN jbi-46 339 17 measures measure NOUN jbi-46 339 18 the the DET jbi-46 339 19 consistency consistency NOUN jbi-46 339 20 of of ADP jbi-46 339 21 delimiters delimiter NOUN jbi-46 339 22 . . PUNCT jbi-46 340 1 here here ADV jbi-46 340 2 a a DET jbi-46 340 3 delimiter delimiter NOUN jbi-46 340 4 is be AUX jbi-46 340 5 a a DET jbi-46 340 6 textual textual ADJ jbi-46 340 7 pattern pattern NOUN jbi-46 340 8 that that PRON jbi-46 340 9 separates separate VERB jbi-46 340 10 a a DET jbi-46 340 11 previous previous ADJ jbi-46 340 12 element element NOUN jbi-46 340 13 from from ADP jbi-46 340 14 the the DET jbi-46 340 15 current current ADJ jbi-46 340 16 one one NOUN jbi-46 340 17 and and CCONJ jbi-46 340 18 the the DET jbi-46 340 19 current current ADJ jbi-46 340 20 one one NUM jbi-46 340 21 from from ADP jbi-46 340 22 the the DET jbi-46 340 23 next next ADJ jbi-46 340 24 one one NUM jbi-46 340 25 . . PUNCT jbi-46 341 1 for for ADP jbi-46 341 2 example example NOUN jbi-46 341 3 , , PUNCT jbi-46 341 4 a a DET jbi-46 341 5 delimiter delimiter NOUN jbi-46 341 6 pattern pattern NOUN jbi-46 341 7 “ " PUNCT jbi-46 341 8 . . PUNCT jbi-46 342 1 /fruit /fruit PROPN jbi-46 342 2 berry/. berry/. PROPN jbi-46 342 3 / / PUNCT jbi-46 342 4 ” " PUNCT jbi-46 342 5 indicates indicate VERB jbi-46 342 6 that that SCONJ jbi-46 342 7 following follow VERB jbi-46 342 8 a a DET jbi-46 342 9 period period NOUN jbi-46 342 10 , , PUNCT jbi-46 342 11 a a DET jbi-46 342 12 fruit fruit NOUN jbi-46 342 13 type type NOUN jbi-46 342 14 description description NOUN jbi-46 342 15 starts start VERB jbi-46 342 16 with with ADP jbi-46 342 17 the the DET jbi-46 342 18 words word NOUN jbi-46 342 19 “ " PUNCT jbi-46 342 20 fruit fruit NOUN jbi-46 342 21 berry berry NOUN jbi-46 342 22 ” " PUNCT jbi-46 342 23 and and CCONJ jbi-46 342 24 ends end VERB jbi-46 342 25 with with ADP jbi-46 342 26 another another DET jbi-46 342 27 period period NOUN jbi-46 342 28 . . PUNCT jbi-46 343 1 the the DET jbi-46 343 2 delimiter delimiter NOUN jbi-46 343 3 score score NOUN jbi-46 343 4 uses use VERB jbi-46 343 5 information information NOUN jbi-46 343 6 entropy entropy NOUN jbi-46 343 7 ( ( PUNCT jbi-46 343 8 ie ie X jbi-46 343 9 ) ) PUNCT jbi-46 343 10 to to PART jbi-46 343 11 measure measure VERB jbi-46 343 12 the the DET jbi-46 343 13 distribution distribution NOUN jbi-46 343 14 of of ADP jbi-46 343 15 delimiting delimit VERB jbi-46 343 16 patterns pattern NOUN jbi-46 343 17 in in ADP jbi-46 343 18 a a DET jbi-46 343 19 collection collection NOUN jbi-46 343 20 . . PUNCT jbi-46 344 1 the the PRON jbi-46 344 2 lower low ADJ jbi-46 344 3 the the DET jbi-46 344 4 ie ie ADJ jbi-46 344 5 score score NOUN jbi-46 344 6 , , PUNCT jbi-46 344 7 the the DET jbi-46 344 8 more more ADV jbi-46 344 9 distinctive distinctive ADJ jbi-46 344 10 the the DET jbi-46 344 11 distribution distribution NOUN jbi-46 344 12 . . PUNCT jbi-46 345 1 if if SCONJ jbi-46 345 2 all all DET jbi-46 345 3 examples example NOUN jbi-46 345 4 in in ADP jbi-46 345 5 a a DET jbi-46 345 6 collection collection NOUN jbi-46 345 7 shares share NOUN jbi-46 345 8 one one NUM jbi-46 345 9 delimiting delimiting NOUN jbi-46 345 10 pattern pattern NOUN jbi-46 345 11 , , PUNCT jbi-46 345 12 the the DET jbi-46 345 13 markup markup ADJ jbi-46 345 14 task task NOUN jbi-46 345 15 would would AUX jbi-46 345 16 be be AUX jbi-46 345 17 much much ADV jbi-46 345 18 easier easy ADJ jbi-46 345 19 than than ADP jbi-46 345 20 in in ADP jbi-46 345 21 a a DET jbi-46 345 22 collection collection NOUN jbi-46 345 23 where where SCONJ jbi-46 345 24 each each DET jbi-46 345 25 element element NOUN jbi-46 345 26 has have VERB jbi-46 345 27 a a DET jbi-46 345 28 unique unique ADJ jbi-46 345 29 pattern pattern NOUN jbi-46 345 30 . . PUNCT jbi-46 346 1 the the DET jbi-46 346 2 formula formula NOUN jbi-46 346 3 for for ADP jbi-46 346 4 this this DET jbi-46 346 5 measure measure NOUN jbi-46 346 6 is be AUX jbi-46 346 7 iemax iemax VERB jbi-46 346 8 ie ie X jbi-46 346 9 scoredelimiter scoredelimiter VERB jbi-46 346 10 dd dd NOUN jbi-46 346 11 iemax iemax PROPN jbi-46 347 1 d d PROPN jbi-46 347 2 d d PROPN jbi-46 347 3 d d X jbi-46 347 4 d d X jbi-46 347 5 ie ie X jbi-46 347 6 dd dd VERB jbi-46 348 1 i i PRON jbi-46 348 2 dd dd VERB jbi-46 349 1 i i PRON jbi-46 350 1 i i PRON jbi-46 351 1 i i INTJ jbi-46 351 2 . . PUNCT jbi-46 352 1 1 1 NUM jbi-46 352 2 || || NOUN jbi-46 352 3 1 1 NUM jbi-46 352 4 log log NOUN jbi-46 352 5 || || NOUN jbi-46 353 1 1 1 NUM jbi-46 353 2 . . PUNCT jbi-46 354 1 || || PROPN jbi-46 355 1 || || PROPN jbi-46 356 1 log log NOUN jbi-46 356 2 || || NOUN jbi-46 356 3 || || PUNCT jbi-46 357 1 −= −= PUNCT jbi-46 357 2   PROPN jbi-46 357 3   PUNCT jbi-46 358 1   PROPN jbi-46 359 1   INTJ jbi-46 359 2   NOUN jbi-46 359 3   VERB jbi-46 359 4 −= −= PUNCT jbi-46 359 5   PROPN jbi-46 359 6   PUNCT jbi-46 360 1   PROPN jbi-46 361 1   INTJ jbi-46 361 2   NOUN jbi-46 361 3   VERB jbi-46 361 4 −= −= PUNCT jbi-46 361 5 ∑ ∑ PROPN jbi-46 361 6 ∑ ∑ PUNCT jbi-46 361 7 ∈ ∈ PROPN jbi-46 361 8 ∈ ∈ PROPN jbi-46 361 9 cui cui NOUN jbi-46 361 10 – – PUNCT jbi-46 361 11 converting convert VERB jbi-46 361 12 taxonomic taxonomic ADJ jbi-46 361 13 descriptions description NOUN jbi-46 361 14 to to ADP jbi-46 361 15 new new ADJ jbi-46 361 16 digital digital ADJ jbi-46 361 17 formats format NOUN jbi-46 361 18 35 35 NUM jbi-46 361 19 ( ( PUNCT jbi-46 361 20 a a NOUN jbi-46 361 21 ) ) PUNCT jbi-46 361 22 visualization visualization NOUN jbi-46 361 23 of of ADP jbi-46 361 24 the the DET jbi-46 361 25 alga alga ADJ jbi-46 361 26 collection collection NOUN jbi-46 361 27 ( ( PUNCT jbi-46 361 28 b b NOUN jbi-46 361 29 ) ) PUNCT jbi-46 361 30 visualization visualization NOUN jbi-46 361 31 of of ADP jbi-46 361 32 the the DET jbi-46 361 33 fna-1 fna-1 ADJ jbi-46 361 34 collection collection NOUN jbi-46 361 35 figure figure NOUN jbi-46 361 36 4 4 NUM jbi-46 361 37 . . PUNCT jbi-46 361 38 visualizations visualization NOUN jbi-46 361 39 of of ADP jbi-46 361 40 learned learn VERB jbi-46 361 41 tags tag NOUN jbi-46 361 42 and and CCONJ jbi-46 361 43 their their PRON jbi-46 361 44 structural structural ADJ jbi-46 361 45 relationships relationship NOUN jbi-46 361 46 . . PUNCT jbi-46 362 1 cui cui NOUN jbi-46 362 2 – – PUNCT jbi-46 362 3 converting convert VERB jbi-46 362 4 taxonomic taxonomic ADJ jbi-46 362 5 descriptions description NOUN jbi-46 362 6 to to ADP jbi-46 362 7 new new ADJ jbi-46 362 8 digital digital ADJ jbi-46 362 9 formats format NOUN jbi-46 362 10 36 36 NUM jbi-46 362 11 where where SCONJ jbi-46 362 12 d d NOUN jbi-46 362 13 =( =( NOUN jbi-46 362 14 d1, d1, NOUN jbi-46 362 15 … … SYM jbi-46 362 16 ,dn ,dn PUNCT jbi-46 362 17 ) ) PUNCT jbi-46 362 18 . . PUNCT jbi-46 363 1 to to PART jbi-46 363 2 find find VERB jbi-46 363 3 the the DET jbi-46 363 4 delimiter delimiter NOUN jbi-46 363 5 score score NOUN jbi-46 363 6 for for ADP jbi-46 363 7 a a DET jbi-46 363 8 collection collection NOUN jbi-46 363 9 , , PUNCT jbi-46 363 10 the the DET jbi-46 363 11 delimiters delimiter NOUN jbi-46 363 12 d1, d1, NOUN jbi-46 363 13 … … SYM jbi-46 363 14 .,dn .,dn NOUN jbi-46 363 15 of of ADP jbi-46 363 16 terminal terminal ADJ jbi-46 363 17 elements element NOUN jbi-46 363 18 are be AUX jbi-46 363 19 gathered gather VERB jbi-46 363 20 . . PUNCT jbi-46 364 1 the the DET jbi-46 364 2 standard standard NOUN jbi-46 364 3 ie ie X jbi-46 364 4 is be AUX jbi-46 364 5 calculated calculate VERB jbi-46 364 6 using use VERB jbi-46 364 7 the the DET jbi-46 364 8 occurrences occurrence NOUN jbi-46 364 9 of of ADP jbi-46 364 10 different different ADJ jbi-46 364 11 patterns pattern NOUN jbi-46 364 12 in in ADP jbi-46 364 13 the the DET jbi-46 364 14 collection collection NOUN jbi-46 364 15 . . PUNCT jbi-46 365 1 the the DET jbi-46 365 2 ie ie X jbi-46 365 3 reaches reach VERB jbi-46 365 4 its its PRON jbi-46 365 5 maximum maximum NOUN jbi-46 365 6 when when SCONJ jbi-46 365 7 each each DET jbi-46 365 8 pattern pattern NOUN jbi-46 365 9 occurs occur VERB jbi-46 365 10 only only ADV jbi-46 365 11 once once ADV jbi-46 365 12 . . PUNCT jbi-46 366 1 the the DET jbi-46 366 2 maximum maximum NOUN jbi-46 366 3 ie ie X jbi-46 366 4 is be AUX jbi-46 366 5 used use VERB jbi-46 366 6 to to PART jbi-46 366 7 make make VERB jbi-46 366 8 the the DET jbi-46 366 9 delimiter delimiter NOUN jbi-46 366 10 score score VERB jbi-46 366 11 a a DET jbi-46 366 12 positive positive ADJ jbi-46 366 13 measure measure NOUN jbi-46 366 14 of of ADP jbi-46 366 15 the the DET jbi-46 366 16 distinctiveness distinctiveness NOUN jbi-46 366 17 of of ADP jbi-46 366 18 a a DET jbi-46 366 19 distribution distribution NOUN jbi-46 366 20 ( ( PUNCT jbi-46 366 21 i.e. i.e. X jbi-46 366 22 the the PRON jbi-46 366 23 higher high ADJ jbi-46 366 24 the the DET jbi-46 366 25 score score NOUN jbi-46 366 26 , , PUNCT jbi-46 366 27 the the DET jbi-46 366 28 more more ADV jbi-46 366 29 distinctive distinctive ADJ jbi-46 366 30 the the DET jbi-46 366 31 distribution distribution NOUN jbi-46 366 32 ) ) PUNCT jbi-46 366 33 . . PUNCT jbi-46 367 1 the the DET jbi-46 367 2 score score NOUN jbi-46 367 3 is be AUX jbi-46 367 4 a a DET jbi-46 367 5 value value NOUN jbi-46 367 6 between between ADP jbi-46 367 7 0 0 NUM jbi-46 367 8 and and CCONJ jbi-46 367 9 1 1 NUM jbi-46 367 10 . . NOUN jbi-46 367 11 10 10 NUM jbi-46 367 12 . . PUNCT jbi-46 368 1 class class NOUN jbi-46 368 2 order order NOUN jbi-46 368 3 score score NOUN jbi-46 368 4 and and CCONJ jbi-46 368 5 the the DET jbi-46 368 6 next next ADJ jbi-46 368 7 measure measure NOUN jbi-46 368 8 evaluate evaluate VERB jbi-46 368 9 the the DET jbi-46 368 10 consistency consistency NOUN jbi-46 368 11 of of ADP jbi-46 368 12 the the DET jbi-46 368 13 element element NOUN jbi-46 368 14 sequences sequence NOUN jbi-46 368 15 in in ADP jbi-46 368 16 a a DET jbi-46 368 17 collection collection NOUN jbi-46 368 18 . . PUNCT jbi-46 369 1 class class NOUN jbi-46 369 2 order order NOUN jbi-46 369 3 score score NOUN jbi-46 369 4 deals deal NOUN jbi-46 369 5 with with ADP jbi-46 369 6 the the DET jbi-46 369 7 order order NOUN jbi-46 369 8 of of ADP jbi-46 369 9 the the DET jbi-46 369 10 terminal terminal ADJ jbi-46 369 11 elements element NOUN jbi-46 369 12 . . PUNCT jbi-46 370 1 an an DET jbi-46 370 2 example example NOUN jbi-46 370 3 of of ADP jbi-46 370 4 an an DET jbi-46 370 5 order order NOUN jbi-46 370 6 may may AUX jbi-46 370 7 be be AUX jbi-46 370 8 “ " PUNCT jbi-46 370 9 inflorescence inflorescence NOUN jbi-46 370 10 , , PUNCT jbi-46 370 11 sepal sepal NOUN jbi-46 370 12 , , PUNCT jbi-46 370 13 petal petal ADJ jbi-46 370 14 , , PUNCT jbi-46 370 15 style style NOUN jbi-46 370 16 ” " PUNCT jbi-46 370 17 in in ADP jbi-46 370 18 a a DET jbi-46 370 19 flower flower NOUN jbi-46 370 20 description description NOUN jbi-46 370 21 . . PUNCT jbi-46 371 1 descriptions description NOUN jbi-46 371 2 with with ADP jbi-46 371 3 some some PRON jbi-46 371 4 or or CCONJ jbi-46 371 5 all all PRON jbi-46 371 6 of of ADP jbi-46 371 7 these these DET jbi-46 371 8 four four NUM jbi-46 371 9 terminal terminal ADJ jbi-46 371 10 elements element NOUN jbi-46 371 11 presented present VERB jbi-46 371 12 in in ADP jbi-46 371 13 that that DET jbi-46 371 14 order order NOUN jbi-46 371 15 are be AUX jbi-46 371 16 said say VERB jbi-46 371 17 to to AUX jbi-46 371 18 “ " PUNCT jbi-46 371 19 fit fit VERB jbi-46 371 20 ” " PUNCT jbi-46 371 21 that that DET jbi-46 371 22 sequence sequence NOUN jbi-46 371 23 . . PUNCT jbi-46 372 1 consistent consistent ADJ jbi-46 372 2 sequences sequence NOUN jbi-46 372 3 are be AUX jbi-46 372 4 useful useful ADJ jbi-46 372 5 for for ADP jbi-46 372 6 a a DET jbi-46 372 7 markup markup ADJ jbi-46 372 8 algorithm algorithm NOUN jbi-46 372 9 to to PART jbi-46 372 10 make make VERB jbi-46 372 11 sound sound ADJ jbi-46 372 12 decisions decision NOUN jbi-46 372 13 on on ADP jbi-46 372 14 some some DET jbi-46 372 15 otherwise otherwise ADV jbi-46 372 16 difficult difficult ADJ jbi-46 372 17 cases case NOUN jbi-46 372 18 . . PUNCT jbi-46 373 1 similar similar ADJ jbi-46 373 2 to to ADP jbi-46 373 3 the the DET jbi-46 373 4 delimiter delimiter NOUN jbi-46 373 5 score score NOUN jbi-46 373 6 , , PUNCT jbi-46 373 7 the the DET jbi-46 373 8 maximum maximum NOUN jbi-46 373 9 ie ie X jbi-46 373 10 is be AUX jbi-46 373 11 used use VERB jbi-46 373 12 here here ADV jbi-46 373 13 . . PUNCT jbi-46 374 1 this this DET jbi-46 374 2 score score NOUN jbi-46 374 3 is be AUX jbi-46 374 4 calculated calculate VERB jbi-46 374 5 as as ADP jbi-46 374 6 the the DET jbi-46 374 7 following following NOUN jbi-46 374 8 : : PUNCT jbi-46 374 9 iemax iemax PROPN jbi-46 374 10 ie ie X jbi-46 374 11 scoreorderclass scoreorderclass VERB jbi-46 374 12 ordersallofordersallof ordersallofordersallof PROPN jbi-46 374 13 iemax iemax PROPN jbi-46 374 14 examplestotal examplestotal PROPN jbi-46 374 15 ofitexamplesof ofitexamplesof VERB jbi-46 374 16 examplestotal examplestotal ADJ jbi-46 374 17 ofitexamplesof ofitexamplesof NOUN jbi-46 374 18 ie ie ADV jbi-46 374 19 ordersall ordersall VERB jbi-46 375 1 i i PRON jbi-46 375 2 ooo ooo INTJ jbi-46 375 3 i i PRON jbi-46 375 4 ni ni PROPN jbi-46 375 5 . . PUNCT jbi-46 376 1 1 1 NUM jbi-46 376 2 # # NOUN jbi-46 376 3 1 1 NUM jbi-46 376 4 log log NOUN jbi-46 376 5 # # NOUN jbi-46 376 6 1 1 NUM jbi-46 376 7 . . PUNCT jbi-46 377 1 # # NOUN jbi-46 377 2 log log NOUN jbi-46 377 3 # # NOUN jbi-46 377 4 ] ] X jbi-46 377 5 ... ... PUNCT jbi-46 378 1 [ [ PUNCT jbi-46 378 2 1 1 NUM jbi-46 378 3 −= −= NOUN jbi-46 378 4   NOUN jbi-46 378 5   PUNCT jbi-46 379 1   PROPN jbi-46 380 1   INTJ jbi-46 380 2   NOUN jbi-46 380 3   VERB jbi-46 380 4 −= −= PUNCT jbi-46 380 5   PROPN jbi-46 380 6   PUNCT jbi-46 381 1   PROPN jbi-46 382 1   INTJ jbi-46 382 2   NOUN jbi-46 382 3   VERB jbi-46 382 4 −= −= PUNCT jbi-46 382 5 ∑ ∑ PROPN jbi-46 382 6 ∑ ∑ PUNCT jbi-46 382 7 ∈ ∈ PROPN jbi-46 382 8 to to PART jbi-46 382 9 get get VERB jbi-46 382 10 the the DET jbi-46 382 11 score score NOUN jbi-46 382 12 for for ADP jbi-46 382 13 a a DET jbi-46 382 14 collection collection NOUN jbi-46 382 15 , , PUNCT jbi-46 382 16 the the DET jbi-46 382 17 sequences sequence NOUN jbi-46 382 18 of of ADP jbi-46 382 19 terminal terminal ADJ jbi-46 382 20 elements element NOUN jbi-46 382 21 are be AUX jbi-46 382 22 collected collect VERB jbi-46 382 23 and and CCONJ jbi-46 382 24 the the DET jbi-46 382 25 examples example NOUN jbi-46 382 26 fitting fit VERB jbi-46 382 27 a a DET jbi-46 382 28 sequence sequence NOUN jbi-46 382 29 are be AUX jbi-46 382 30 counted count VERB jbi-46 382 31 . . PUNCT jbi-46 383 1 the the DET jbi-46 383 2 maximum maximum NOUN jbi-46 383 3 ie ie X jbi-46 383 4 is be AUX jbi-46 383 5 calculated calculate VERB jbi-46 383 6 based base VERB jbi-46 383 7 on on ADP jbi-46 383 8 the the DET jbi-46 383 9 number number NOUN jbi-46 383 10 of of ADP jbi-46 383 11 all all DET jbi-46 383 12 possible possible ADJ jbi-46 383 13 sequences sequence NOUN jbi-46 383 14 , , PUNCT jbi-46 383 15 which which PRON jbi-46 383 16 is be AUX jbi-46 383 17 either either CCONJ jbi-46 383 18 the the DET jbi-46 383 19 number number NOUN jbi-46 383 20 of of ADP jbi-46 383 21 the the DET jbi-46 383 22 total total ADJ jbi-46 383 23 examples example NOUN jbi-46 383 24 in in ADP jbi-46 383 25 the the DET jbi-46 383 26 collection collection NOUN jbi-46 383 27 , , PUNCT jbi-46 383 28 or or CCONJ jbi-46 383 29 the the DET jbi-46 383 30 number number NOUN jbi-46 383 31 of of ADP jbi-46 383 32 all all DET jbi-46 383 33 permutations permutation NOUN jbi-46 383 34 of of ADP jbi-46 383 35 terminal terminal ADJ jbi-46 383 36 elements element NOUN jbi-46 383 37 , , PUNCT jbi-46 383 38 whichever whichever PRON jbi-46 383 39 is be AUX jbi-46 383 40 smaller small ADJ jbi-46 383 41 . . PUNCT jbi-46 384 1 similar similar ADJ jbi-46 384 2 to to ADP jbi-46 384 3 the the DET jbi-46 384 4 delimiter delimiter NOUN jbi-46 384 5 score score NOUN jbi-46 384 6 , , PUNCT jbi-46 384 7 the the DET jbi-46 384 8 class class NOUN jbi-46 384 9 order order NOUN jbi-46 384 10 score score NOUN jbi-46 384 11 is be AUX jbi-46 384 12 a a DET jbi-46 384 13 positive positive ADJ jbi-46 384 14 measure measure NOUN jbi-46 384 15 with with ADP jbi-46 384 16 a a DET jbi-46 384 17 value value NOUN jbi-46 384 18 between between ADP jbi-46 384 19 0 0 NUM jbi-46 384 20 and and CCONJ jbi-46 384 21 1 1 NUM jbi-46 384 22 . . NOUN jbi-46 384 23 11 11 NUM jbi-46 384 24 . . PUNCT jbi-46 385 1 class class NOUN jbi-46 385 2 presence presence NOUN jbi-46 385 3 score score NOUN jbi-46 385 4 considers consider VERB jbi-46 385 5 the the DET jbi-46 385 6 presence presence NOUN jbi-46 385 7 / / SYM jbi-46 385 8 absence absence NOUN jbi-46 385 9 patterns pattern NOUN jbi-46 385 10 of of ADP jbi-46 385 11 terminal terminal ADJ jbi-46 385 12 elements element NOUN jbi-46 385 13 regardless regardless ADV jbi-46 385 14 of of ADP jbi-46 385 15 their their PRON jbi-46 385 16 order order NOUN jbi-46 385 17 . . PUNCT jbi-46 386 1 the the DET jbi-46 386 2 score score NOUN jbi-46 386 3 is be AUX jbi-46 386 4 calculated calculate VERB jbi-46 386 5 in in ADP jbi-46 386 6 a a DET jbi-46 386 7 rather rather ADV jbi-46 386 8 similar similar ADJ jbi-46 386 9 way way NOUN jbi-46 386 10 as as ADP jbi-46 386 11 the the DET jbi-46 386 12 class class NOUN jbi-46 386 13 order order NOUN jbi-46 386 14 score score NOUN jbi-46 386 15 . . PUNCT jbi-46 387 1 for for ADP jbi-46 387 2 maximum maximum ADJ jbi-46 387 3 ie ie X jbi-46 387 4 , , PUNCT jbi-46 387 5 the the DET jbi-46 387 6 number number NOUN jbi-46 387 7 of of ADP jbi-46 387 8 all all DET jbi-46 387 9 possible possible ADJ jbi-46 387 10 patterns pattern NOUN jbi-46 387 11 is be AUX jbi-46 387 12 either either CCONJ jbi-46 387 13 the the DET jbi-46 387 14 number number NOUN jbi-46 387 15 of of ADP jbi-46 387 16 the the DET jbi-46 387 17 total total ADJ jbi-46 387 18 examples example NOUN jbi-46 387 19 in in ADP jbi-46 387 20 the the DET jbi-46 387 21 collection collection NOUN jbi-46 387 22 , , PUNCT jbi-46 387 23 or or CCONJ jbi-46 387 24 the the DET jbi-46 387 25 number number NOUN jbi-46 387 26 of of ADP jbi-46 387 27 all all DET jbi-46 387 28 combinations combination NOUN jbi-46 387 29 of of ADP jbi-46 387 30 terminal terminal ADJ jbi-46 387 31 elements element NOUN jbi-46 387 32 , , PUNCT jbi-46 387 33 whichever whichever PRON jbi-46 387 34 is be AUX jbi-46 387 35 smaller small ADJ jbi-46 387 36 . . PUNCT jbi-46 388 1 the the DET jbi-46 388 2 class class NOUN jbi-46 388 3 presence presence NOUN jbi-46 388 4 score score NOUN jbi-46 388 5 is be AUX jbi-46 388 6 a a DET jbi-46 388 7 positive positive ADJ jbi-46 388 8 measure measure NOUN jbi-46 388 9 with with ADP jbi-46 388 10 a a DET jbi-46 388 11 value value NOUN jbi-46 388 12 between between ADP jbi-46 388 13 0 0 NUM jbi-46 388 14 and and CCONJ jbi-46 388 15 1 1 NUM jbi-46 388 16 . . X jbi-46 388 17 iemax iemax PROPN jbi-46 388 18 ie ie X jbi-46 388 19 scorepresenceclass scorepresenceclass NOUN jbi-46 388 20 patternsallofpatternsallof patternsallofpatternsallof NOUN jbi-46 388 21 iemax iemax PROPN jbi-46 388 22 examplestotal examplestotal PROPN jbi-46 388 23 pwithexampleof pwithexampleof PROPN jbi-46 388 24 examplestotal examplestotal ADJ jbi-46 388 25 pwithexampleof pwithexampleof NOUN jbi-46 389 1 ie ie ADP jbi-46 389 2 patternspresentall patternspresentall NOUN jbi-46 389 3 i i PRON jbi-46 389 4 ppp ppp PROPN jbi-46 390 1 i i PROPN jbi-46 390 2 ni ni PROPN jbi-46 390 3 . . PUNCT jbi-46 391 1 1 1 NUM jbi-46 391 2 # # NOUN jbi-46 391 3 1 1 NUM jbi-46 391 4 log log NOUN jbi-46 391 5 # # NOUN jbi-46 391 6 1 1 NUM jbi-46 391 7 . . PUNCT jbi-46 392 1 # # NOUN jbi-46 392 2 log log NOUN jbi-46 392 3 # # NOUN jbi-46 392 4 ] ] X jbi-46 392 5 ... ... PUNCT jbi-46 393 1 [ [ PUNCT jbi-46 393 2 1 1 NUM jbi-46 393 3 −= −= NOUN jbi-46 393 4   NOUN jbi-46 393 5   PUNCT jbi-46 394 1   PROPN jbi-46 395 1   INTJ jbi-46 395 2   NOUN jbi-46 395 3   VERB jbi-46 395 4 −= −= PUNCT jbi-46 395 5   PROPN jbi-46 395 6   PUNCT jbi-46 396 1   PROPN jbi-46 397 1   INTJ jbi-46 397 2   NOUN jbi-46 397 3   VERB jbi-46 397 4 −= −= PUNCT jbi-46 397 5 ∑ ∑ NOUN jbi-46 397 6 ∑ ∑ PUNCT jbi-46 397 7 ∈ ∈ NOUN jbi-46 397 8 step step NOUN jbi-46 397 9 2 2 NUM jbi-46 397 10 : : PUNCT jbi-46 397 11 creation creation NOUN jbi-46 397 12 of of ADP jbi-46 397 13 177 177 NUM jbi-46 397 14 collections collection NOUN jbi-46 397 15 the the DET jbi-46 397 16 177 177 NUM jbi-46 397 17 collections collection NOUN jbi-46 397 18 were be AUX jbi-46 397 19 created create VERB jbi-46 397 20 using use VERB jbi-46 397 21 the the DET jbi-46 397 22 following follow VERB jbi-46 397 23 procedure procedure NOUN jbi-46 397 24 . . PUNCT jbi-46 398 1 first first ADV jbi-46 398 2 , , PUNCT jbi-46 398 3 1500 1500 NUM jbi-46 398 4 descriptions description NOUN jbi-46 398 5 from from ADP jbi-46 398 6 the the DET jbi-46 398 7 three three NUM jbi-46 398 8 floras flora NOUN jbi-46 398 9 ( ( PUNCT jbi-46 398 10 633 633 NUM jbi-46 398 11 from from ADP jbi-46 398 12 fna fna NOUN jbi-46 398 13 , , PUNCT jbi-46 398 14 492 492 NUM jbi-46 398 15 from from ADP jbi-46 398 16 foc foc PROPN jbi-46 398 17 , , PUNCT jbi-46 398 18 and and CCONJ jbi-46 398 19 378 378 NUM jbi-46 398 20 from from ADP jbi-46 398 21 fnct fnct NOUN jbi-46 398 22 ) ) PUNCT jbi-46 398 23 were be AUX jbi-46 398 24 manually manually ADV jbi-46 398 25 marked mark VERB jbi-46 398 26 - - PUNCT jbi-46 398 27 up up NOUN jbi-46 398 28 in in ADP jbi-46 398 29 the the DET jbi-46 398 30 xml xml NOUN jbi-46 398 31 format format NOUN jbi-46 398 32 . . PUNCT jbi-46 399 1 the the DET jbi-46 399 2 sample sample NOUN jbi-46 399 3 sizes size NOUN jbi-46 399 4 were be AUX jbi-46 399 5 increased increase VERB jbi-46 399 6 from from ADP jbi-46 399 7 those those PRON jbi-46 399 8 used use VERB jbi-46 399 9 in in ADP jbi-46 399 10 the the DET jbi-46 399 11 martt martt NOUN jbi-46 399 12 experiments experiment NOUN jbi-46 399 13 to to PART jbi-46 399 14 generate generate VERB jbi-46 399 15 enough enough ADJ jbi-46 399 16 collections collection NOUN jbi-46 399 17 for for ADP jbi-46 399 18 statistical statistical ADJ jbi-46 399 19 analyses analysis NOUN jbi-46 399 20 . . PUNCT jbi-46 400 1 these these DET jbi-46 400 2 descriptions description NOUN jbi-46 400 3 were be AUX jbi-46 400 4 then then ADV jbi-46 400 5 randomly randomly ADV jbi-46 400 6 divided divide VERB jbi-46 400 7 into into ADP jbi-46 400 8 30 30 NUM jbi-46 400 9 sets set NOUN jbi-46 400 10 of of ADP jbi-46 400 11 50 50 NUM jbi-46 400 12 descriptions description NOUN jbi-46 400 13 . . PUNCT jbi-46 401 1 then then ADV jbi-46 401 2 each each DET jbi-46 401 3 description description NOUN jbi-46 401 4 was be AUX jbi-46 401 5 split split VERB jbi-46 401 6 into into ADP jbi-46 401 7 several several ADJ jbi-46 401 8 parts part NOUN jbi-46 401 9 , , PUNCT jbi-46 401 10 each each PRON jbi-46 401 11 of of ADP jbi-46 401 12 which which PRON jbi-46 401 13 contained contain VERB jbi-46 401 14 a a DET jbi-46 401 15 text text NOUN jbi-46 401 16 segment segment NOUN jbi-46 401 17 describing describe VERB jbi-46 401 18 a a DET jbi-46 401 19 main main ADJ jbi-46 401 20 organ organ NOUN jbi-46 401 21 ( ( PUNCT jbi-46 401 22 e.g. e.g. ADV jbi-46 401 23 flowers flower NOUN jbi-46 401 24 , , PUNCT jbi-46 401 25 fruit fruit NOUN jbi-46 401 26 , , PUNCT jbi-46 401 27 etc etc X jbi-46 401 28 ) ) PUNCT jbi-46 401 29 . . PUNCT jbi-46 402 1 from from ADP jbi-46 402 2 this this DET jbi-46 402 3 point point NOUN jbi-46 402 4 on on ADP jbi-46 402 5 , , PUNCT jbi-46 402 6 each each DET jbi-46 402 7 part part NOUN jbi-46 402 8 was be AUX jbi-46 402 9 treated treat VERB jbi-46 402 10 as as ADP jbi-46 402 11 an an DET jbi-46 402 12 individual individual ADJ jbi-46 402 13 document document NOUN jbi-46 402 14 . . PUNCT jbi-46 403 1 the the DET jbi-46 403 2 documents document NOUN jbi-46 403 3 that that PRON jbi-46 403 4 were be AUX jbi-46 403 5 in in ADP jbi-46 403 6 the the DET jbi-46 403 7 same same ADJ jbi-46 403 8 set set NOUN jbi-46 403 9 and and CCONJ jbi-46 403 10 contained contain VERB jbi-46 403 11 the the DET jbi-46 403 12 same same ADJ jbi-46 403 13 main main ADJ jbi-46 403 14 organ organ NOUN jbi-46 403 15 element element NOUN jbi-46 403 16 formed form VERB jbi-46 403 17 a a DET jbi-46 403 18 collection collection NOUN jbi-46 403 19 . . PUNCT jbi-46 404 1 of of ADP jbi-46 404 2 the the DET jbi-46 404 3 resultant resultant NOUN jbi-46 404 4 200 200 NUM jbi-46 404 5 collections collection NOUN jbi-46 404 6 , , PUNCT jbi-46 404 7 23 23 NUM jbi-46 404 8 collections collection NOUN jbi-46 404 9 had have VERB jbi-46 404 10 fewer few ADJ jbi-46 404 11 than than ADP jbi-46 404 12 5 5 NUM jbi-46 404 13 documents document NOUN jbi-46 404 14 and and CCONJ jbi-46 404 15 were be AUX jbi-46 404 16 removed remove VERB jbi-46 404 17 because because SCONJ jbi-46 404 18 they they PRON jbi-46 404 19 were be AUX jbi-46 404 20 too too ADV jbi-46 404 21 small small ADJ jbi-46 404 22 to to PART jbi-46 404 23 measure measure VERB jbi-46 404 24 martt martt NOUN jbi-46 404 25 performance performance NOUN jbi-46 404 26 using use VERB jbi-46 404 27 a a DET jbi-46 404 28 5 5 NUM jbi-46 404 29 - - ADJ jbi-46 404 30 fold fold ADJ jbi-46 404 31 crossvalidation crossvalidation NOUN jbi-46 404 32 routine routine NOUN jbi-46 404 33 . . PUNCT jbi-46 405 1 each each DET jbi-46 405 2 remaining remain VERB jbi-46 405 3 collection collection NOUN jbi-46 405 4 consisted consist VERB jbi-46 405 5 of of ADP jbi-46 405 6 5 5 NUM jbi-46 405 7 to to PART jbi-46 405 8 54 54 NUM jbi-46 405 9 ( ( PUNCT jbi-46 405 10 mean mean NOUN jbi-46 405 11 = = SYM jbi-46 405 12 23 23 NUM jbi-46 405 13 ) ) PUNCT jbi-46 405 14 documents document NOUN jbi-46 405 15 . . PUNCT jbi-46 406 1 among among ADP jbi-46 406 2 the the DET jbi-46 406 3 177 177 NUM jbi-46 406 4 remaining remain VERB jbi-46 406 5 collections collection NOUN jbi-46 406 6 , , PUNCT jbi-46 406 7 135 135 NUM jbi-46 406 8 random random ADJ jbi-46 406 9 collections collection NOUN jbi-46 406 10 were be AUX jbi-46 406 11 used use VERB jbi-46 406 12 in in ADP jbi-46 406 13 the the DET jbi-46 406 14 statistical statistical ADJ jbi-46 406 15 analyses analysis NOUN jbi-46 406 16 to to PART jbi-46 406 17 derive derive VERB jbi-46 406 18 the the DET jbi-46 406 19 performance performance NOUN jbi-46 406 20 prediction prediction NOUN jbi-46 406 21 model model NOUN jbi-46 406 22 , , PUNCT jbi-46 406 23 and and CCONJ jbi-46 406 24 the the DET jbi-46 406 25 remaining remain VERB jbi-46 406 26 42 42 NUM jbi-46 406 27 collections collection NOUN jbi-46 406 28 were be AUX jbi-46 406 29 reserved reserve VERB jbi-46 406 30 to to PART jbi-46 406 31 test test VERB jbi-46 406 32 the the DET jbi-46 406 33 prediction prediction NOUN jbi-46 406 34 model model NOUN jbi-46 406 35 . . PUNCT jbi-46 407 1 the the DET jbi-46 407 2 collections collection NOUN jbi-46 407 3 produced produce VERB jbi-46 407 4 provide provide VERB jbi-46 407 5 a a DET jbi-46 407 6 reasonable reasonable ADJ jbi-46 407 7 representation representation NOUN jbi-46 407 8 of of ADP jbi-46 407 9 the the DET jbi-46 407 10 taxonomic taxonomic ADJ jbi-46 407 11 description description NOUN jbi-46 407 12 population population NOUN jbi-46 407 13 , , PUNCT jbi-46 407 14 as as SCONJ jbi-46 407 15 the the DET jbi-46 407 16 documents document NOUN jbi-46 407 17 were be AUX jbi-46 407 18 drawn draw VERB jbi-46 407 19 from from ADP jbi-46 407 20 three three NUM jbi-46 407 21 different different ADJ jbi-46 407 22 sources source NOUN jbi-46 407 23 . . PUNCT jbi-46 408 1 they they PRON jbi-46 408 2 also also ADV jbi-46 408 3 preserve preserve VERB jbi-46 408 4 the the DET jbi-46 408 5 element element ADJ jbi-46 408 6 distribution distribution NOUN jbi-46 408 7 variations variation NOUN jbi-46 408 8 seen see VERB jbi-46 408 9 in in ADP jbi-46 408 10 the the DET jbi-46 408 11 original original ADJ jbi-46 408 12 descriptions description NOUN jbi-46 408 13 . . PUNCT jbi-46 409 1 in in ADP jbi-46 409 2 the the DET jbi-46 409 3 end end NOUN jbi-46 409 4 , , PUNCT jbi-46 409 5 each each DET jbi-46 409 6 document document NOUN jbi-46 409 7 contained contain VERB jbi-46 409 8 a a DET jbi-46 409 9 2 2 NUM jbi-46 409 10 - - PUNCT jbi-46 409 11 level level NOUN jbi-46 409 12 , , PUNCT jbi-46 409 13 flat flat ADJ jbi-46 409 14 xml xml NOUN jbi-46 409 15 structure structure NOUN jbi-46 409 16 . . PUNCT jbi-46 410 1 this this DET jbi-46 410 2 simple simple ADJ jbi-46 410 3 model model NOUN jbi-46 410 4 cui cui NOUN jbi-46 410 5 – – PUNCT jbi-46 410 6 converting convert VERB jbi-46 410 7 taxonomic taxonomic ADJ jbi-46 410 8 descriptions description NOUN jbi-46 410 9 to to ADP jbi-46 410 10 new new ADJ jbi-46 410 11 digital digital ADJ jbi-46 410 12 formats format NOUN jbi-46 410 13 37 37 NUM jbi-46 410 14 allowed allow VERB jbi-46 410 15 us we PRON jbi-46 410 16 to to PART jbi-46 410 17 focus focus VERB jbi-46 410 18 on on ADP jbi-46 410 19 the the DET jbi-46 410 20 effect effect NOUN jbi-46 410 21 of of ADP jbi-46 410 22 characteristic characteristic ADJ jbi-46 410 23 measures measure NOUN jbi-46 410 24 on on ADP jbi-46 410 25 system system NOUN jbi-46 410 26 performance performance NOUN jbi-46 410 27 . . PUNCT jbi-46 411 1 the the DET jbi-46 411 2 more more ADV jbi-46 411 3 involved involved ADJ jbi-46 411 4 multi multi ADJ jbi-46 411 5 - - ADJ jbi-46 411 6 level level ADJ jbi-46 411 7 hierarchical hierarchical ADJ jbi-46 411 8 structures structure NOUN jbi-46 411 9 will will AUX jbi-46 411 10 be be AUX jbi-46 411 11 examined examine VERB jbi-46 411 12 in in ADP jbi-46 411 13 the the DET jbi-46 411 14 future future NOUN jbi-46 411 15 . . PUNCT jbi-46 412 1 step step NOUN jbi-46 412 2 4 4 NUM jbi-46 412 3 : : PUNCT jbi-46 412 4 performance performance NOUN jbi-46 412 5 measurement measurement NOUN jbi-46 412 6 instead instead ADV jbi-46 412 7 of of ADP jbi-46 412 8 precision precision NOUN jbi-46 412 9 / / SYM jbi-46 412 10 recall recall NOUN jbi-46 412 11 , , PUNCT jbi-46 412 12 we we PRON jbi-46 412 13 used use VERB jbi-46 412 14 a a DET jbi-46 412 15 single single ADV jbi-46 412 16 - - PUNCT jbi-46 412 17 valued value VERB jbi-46 412 18 cosine cosine NOUN jbi-46 412 19 similarity similarity NOUN jbi-46 412 20 - - PUNCT jbi-46 412 21 like like ADJ jbi-46 412 22 measure measure NOUN jbi-46 412 23 to to PART jbi-46 412 24 evaluate evaluate VERB jbi-46 412 25 markup markup ADJ jbi-46 412 26 accuracy accuracy NOUN jbi-46 412 27 , , PUNCT jbi-46 412 28 which which PRON jbi-46 412 29 is be AUX jbi-46 412 30 essentially essentially ADV jbi-46 412 31 a a DET jbi-46 412 32 normalized normalize VERB jbi-46 412 33 value value NOUN jbi-46 412 34 characterizing characterize VERB jbi-46 412 35 the the DET jbi-46 412 36 proportion proportion NOUN jbi-46 412 37 of of ADP jbi-46 412 38 the the DET jbi-46 412 39 words word NOUN jbi-46 412 40 tagged tag VERB jbi-46 412 41 correctly correctly ADV jbi-46 412 42 in in ADP jbi-46 412 43 a a DET jbi-46 412 44 description description NOUN jbi-46 412 45 . . PUNCT jbi-46 413 1 step step NOUN jbi-46 413 2 5 5 NUM jbi-46 413 3 : : PUNCT jbi-46 413 4 statistical statistical ADJ jbi-46 413 5 analyses analysis NOUN jbi-46 413 6 the the DET jbi-46 413 7 spss spss PROPN jbi-46 413 8 linear linear PROPN jbi-46 413 9 regression regression NOUN jbi-46 413 10 analysis analysis NOUN jbi-46 413 11 on on ADP jbi-46 413 12 135 135 NUM jbi-46 413 13 of of ADP jbi-46 413 14 the the DET jbi-46 413 15 177 177 NUM jbi-46 413 16 collections collection NOUN jbi-46 413 17 between between ADP jbi-46 413 18 characteristic characteristic ADJ jbi-46 413 19 measurements measurement NOUN jbi-46 413 20 ( ( PUNCT jbi-46 413 21 the the DET jbi-46 413 22 independent independent ADJ jbi-46 413 23 variables variable NOUN jbi-46 413 24 ) ) PUNCT jbi-46 413 25 and and CCONJ jbi-46 413 26 system system NOUN jbi-46 413 27 performance performance NOUN jbi-46 413 28 ( ( PUNCT jbi-46 413 29 the the DET jbi-46 413 30 dependent dependent ADJ jbi-46 413 31 variable variable NOUN jbi-46 413 32 ) ) PUNCT jbi-46 413 33 constructed construct VERB jbi-46 413 34 the the DET jbi-46 413 35 following following ADJ jbi-46 413 36 model model NOUN jbi-46 413 37 : : PUNCT jbi-46 413 38 ) ) PUNCT jbi-46 413 39 ( ( PUNCT jbi-46 413 40 * * NOUN jbi-46 413 41 002.0 002.0 NUM jbi-46 413 42 ) ) PUNCT jbi-46 413 43 ( ( PUNCT jbi-46 413 44 * * VERB jbi-46 413 45 372.0 372.0 NUM jbi-46 413 46 ) ) PUNCT jbi-46 413 47 ( ( PUNCT jbi-46 413 48 * * NOUN jbi-46 413 49 176.0725.0 176.0725.0 NUM jbi-46 413 50 countclass countclass PROPN jbi-46 413 51 ondistributi ondistributi NOUN jbi-46 413 52 unigram unigram NOUN jbi-46 413 53 presenceclasseperformanc presenceclasseperformanc NOUN jbi-46 413 54 − − PROPN jbi-46 414 1 + + PROPN jbi-46 414 2 + + PUNCT jbi-46 414 3 = = NOUN jbi-46 414 4 this this DET jbi-46 414 5 model model NOUN jbi-46 414 6 explained explain VERB jbi-46 414 7 64 64 NUM jbi-46 414 8 % % NOUN jbi-46 414 9 of of ADP jbi-46 414 10 the the DET jbi-46 414 11 original original ADJ jbi-46 414 12 variance variance NOUN jbi-46 414 13 in in ADP jbi-46 414 14 performance performance NOUN jbi-46 414 15 and and CCONJ jbi-46 414 16 the the DET jbi-46 414 17 residual residual NOUN jbi-46 414 18 of of ADP jbi-46 414 19 the the DET jbi-46 414 20 model model NOUN jbi-46 414 21 is be AUX jbi-46 414 22 normally normally ADV jbi-46 414 23 distributed distribute VERB jbi-46 414 24 , , PUNCT jbi-46 414 25 as as SCONJ jbi-46 414 26 figure figure NOUN jbi-46 414 27 5 5 NUM jbi-46 414 28 shown show VERB jbi-46 414 29 ( ( PUNCT jbi-46 414 30 the the PRON jbi-46 414 31 closer close ADV jbi-46 414 32 the the DET jbi-46 414 33 plot plot NOUN jbi-46 414 34 of of ADP jbi-46 414 35 the the DET jbi-46 414 36 residual residual NOUN jbi-46 414 37 to to ADP jbi-46 414 38 the the DET jbi-46 414 39 diagonal diagonal ADJ jbi-46 414 40 line line NOUN jbi-46 414 41 , , PUNCT jbi-46 414 42 the the PRON jbi-46 414 43 closer close ADJ jbi-46 414 44 the the DET jbi-46 414 45 distribution distribution NOUN jbi-46 414 46 to to ADP jbi-46 414 47 the the DET jbi-46 414 48 normal normal ADJ jbi-46 414 49 distribution distribution NOUN jbi-46 414 50 ) ) PUNCT jbi-46 414 51 , , PUNCT jbi-46 414 52 indicating indicate VERB jbi-46 414 53 the the DET jbi-46 414 54 linear linear ADJ jbi-46 414 55 model model NOUN jbi-46 414 56 is be AUX jbi-46 414 57 a a DET jbi-46 414 58 good good ADJ jbi-46 414 59 fit fit NOUN jbi-46 414 60 . . PUNCT jbi-46 415 1 the the DET jbi-46 415 2 model model NOUN jbi-46 415 3 shows show VERB jbi-46 415 4 that that SCONJ jbi-46 415 5 among among ADP jbi-46 415 6 the the DET jbi-46 415 7 eleven eleven NUM jbi-46 415 8 characteristics characteristic NOUN jbi-46 415 9 measured measure VERB jbi-46 415 10 , , PUNCT jbi-46 415 11 class class NOUN jbi-46 415 12 presence presence NOUN jbi-46 415 13 , , PUNCT jbi-46 415 14 unigram unigram NOUN jbi-46 415 15 distribution distribution NOUN jbi-46 415 16 , , PUNCT jbi-46 415 17 and and CCONJ jbi-46 415 18 class class NOUN jbi-46 415 19 count count NOUN jbi-46 415 20 are be AUX jbi-46 415 21 the the DET jbi-46 415 22 statistically statistically ADV jbi-46 415 23 significant significant ADJ jbi-46 415 24 factors factor NOUN jbi-46 415 25 for for ADP jbi-46 415 26 determining determine VERB jbi-46 415 27 the the DET jbi-46 415 28 performance performance NOUN jbi-46 415 29 score score NOUN jbi-46 415 30 . . PUNCT jbi-46 416 1 the the DET jbi-46 416 2 prediction prediction NOUN jbi-46 416 3 model model NOUN jbi-46 416 4 was be AUX jbi-46 416 5 tested test VERB jbi-46 416 6 on on ADP jbi-46 416 7 the the DET jbi-46 416 8 reserved reserved ADJ jbi-46 416 9 42 42 NUM jbi-46 416 10 of of ADP jbi-46 416 11 the the DET jbi-46 416 12 177 177 NUM jbi-46 416 13 collections collection NOUN jbi-46 416 14 . . PUNCT jbi-46 417 1 the the DET jbi-46 417 2 performances performance NOUN jbi-46 417 3 of of ADP jbi-46 417 4 martt martt NOUN jbi-46 417 5 on on ADP jbi-46 417 6 the the DET jbi-46 417 7 42 42 NUM jbi-46 417 8 collections collection NOUN jbi-46 417 9 ranged range VERB jbi-46 417 10 from from ADP jbi-46 417 11 60 60 NUM jbi-46 417 12 % % NOUN jbi-46 417 13 to to PART jbi-46 417 14 100 100 NUM jbi-46 417 15 % % NOUN jbi-46 417 16 . . PUNCT jbi-46 418 1 the the DET jbi-46 418 2 differences difference NOUN jbi-46 418 3 between between ADP jbi-46 418 4 observed observe VERB jbi-46 418 5 performance performance NOUN jbi-46 418 6 and and CCONJ jbi-46 418 7 predicted predict VERB jbi-46 418 8 performance performance NOUN jbi-46 418 9 are be AUX jbi-46 418 10 plotted plot VERB jbi-46 418 11 in in ADP jbi-46 418 12 figure figure NOUN jbi-46 418 13 6 6 NUM jbi-46 418 14 , , PUNCT jbi-46 418 15 which which PRON jbi-46 418 16 shows show VERB jbi-46 418 17 the the DET jbi-46 418 18 residual residual ADJ jbi-46 418 19 distribution distribution NOUN jbi-46 418 20 is be AUX jbi-46 418 21 quite quite ADV jbi-46 418 22 close close ADJ jbi-46 418 23 to to ADP jbi-46 418 24 normal normal ADJ jbi-46 418 25 . . PUNCT jbi-46 419 1 the the DET jbi-46 419 2 residual residual NOUN jbi-46 419 3 of of ADP jbi-46 419 4 over over ADP jbi-46 419 5 50 50 NUM jbi-46 419 6 % % NOUN jbi-46 419 7 of of ADP jbi-46 419 8 the the DET jbi-46 419 9 cases case NOUN jbi-46 419 10 is be AUX jbi-46 419 11 in in ADP jbi-46 419 12 a0.03 a0.03 PROPN jbi-46 419 13 range range NOUN jbi-46 419 14 ( ( PUNCT jbi-46 419 15 meaning mean VERB jbi-46 419 16 the the DET jbi-46 419 17 predicted predict VERB jbi-46 419 18 value value NOUN jbi-46 419 19 is be AUX jbi-46 419 20 0.03 0.03 NUM jbi-46 419 21 less less ADJ jbi-46 419 22 or or CCONJ jbi-46 419 23 more more ADJ jbi-46 419 24 than than ADP jbi-46 419 25 the the DET jbi-46 419 26 observed observe VERB jbi-46 419 27 value value NOUN jbi-46 419 28 ) ) PUNCT jbi-46 419 29 . . PUNCT jbi-46 420 1 this this DET jbi-46 420 2 result result NOUN jbi-46 420 3 seems seem VERB jbi-46 420 4 very very ADV jbi-46 420 5 promising promising ADJ jbi-46 420 6 . . PUNCT jbi-46 421 1 the the DET jbi-46 421 2 reader reader NOUN jbi-46 421 3 should should AUX jbi-46 421 4 keep keep VERB jbi-46 421 5 in in ADP jbi-46 421 6 mind mind NOUN jbi-46 421 7 that that SCONJ jbi-46 421 8 the the DET jbi-46 421 9 prediction prediction NOUN jbi-46 421 10 model model NOUN jbi-46 421 11 was be AUX jbi-46 421 12 derived derive VERB jbi-46 421 13 basing base VERB jbi-46 421 14 on on ADP jbi-46 421 15 the the DET jbi-46 421 16 data datum NOUN jbi-46 421 17 from from ADP jbi-46 421 18 the the DET jbi-46 421 19 three three NUM jbi-46 421 20 floras flora NOUN jbi-46 421 21 . . PUNCT jbi-46 422 1 at at ADP jbi-46 422 2 this this DET jbi-46 422 3 time time NOUN jbi-46 422 4 , , PUNCT jbi-46 422 5 the the DET jbi-46 422 6 coefficients coefficient NOUN jbi-46 422 7 should should AUX jbi-46 422 8 not not PART jbi-46 422 9 be be AUX jbi-46 422 10 interpreted interpret VERB jbi-46 422 11 literally literally ADV jbi-46 422 12 . . PUNCT jbi-46 423 1 we we PRON jbi-46 423 2 will will AUX jbi-46 423 3 continue continue VERB jbi-46 423 4 to to PART jbi-46 423 5 test test VERB jbi-46 423 6 and and CCONJ jbi-46 423 7 refine refine VERB jbi-46 423 8 the the DET jbi-46 423 9 prediction prediction NOUN jbi-46 423 10 model model NOUN jbi-46 423 11 with with ADP jbi-46 423 12 more more ADJ jbi-46 423 13 data datum NOUN jbi-46 423 14 from from ADP jbi-46 423 15 other other ADJ jbi-46 423 16 sources source NOUN jbi-46 423 17 . . PUNCT jbi-46 424 1 literature literature NOUN jbi-46 424 2 review review VERB jbi-46 424 3 the the DET jbi-46 424 4 majority majority NOUN jbi-46 424 5 of of ADP jbi-46 424 6 studies study NOUN jbi-46 424 7 on on ADP jbi-46 424 8 structuring structure VERB jbi-46 424 9 plaintext plaintext NOUN jbi-46 424 10 taxonomic taxonomic ADJ jbi-46 424 11 descriptions description NOUN jbi-46 424 12 have have AUX jbi-46 424 13 relied rely VERB jbi-46 424 14 on on ADP jbi-46 424 15 handcrafted handcraft VERB jbi-46 424 16 rules rule NOUN jbi-46 424 17 which which PRON jbi-46 424 18 make make VERB jbi-46 424 19 heavy heavy ADJ jbi-46 424 20 use use NOUN jbi-46 424 21 of of ADP jbi-46 424 22 formatting format VERB jbi-46 424 23 and and CCONJ jbi-46 424 24 textual textual ADJ jbi-46 424 25 cues cue NOUN jbi-46 424 26 . . PUNCT jbi-46 425 1 organism organism ADJ jbi-46 425 2 nomenclature nomenclature NOUN jbi-46 425 3 , , PUNCT jbi-46 425 4 for for ADP jbi-46 425 5 example example NOUN jbi-46 425 6 , , PUNCT jbi-46 425 7 conforms conform VERB jbi-46 425 8 closely closely ADV jbi-46 425 9 to to ADP jbi-46 425 10 prescribed prescribed ADJ jbi-46 425 11 rules rule NOUN jbi-46 425 12 and and CCONJ jbi-46 425 13 can can AUX jbi-46 425 14 be be AUX jbi-46 425 15 reliably reliably ADV jbi-46 425 16 extracted extract VERB jbi-46 425 17 by by ADP jbi-46 425 18 software software NOUN jbi-46 425 19 programs program NOUN jbi-46 425 20 using use VERB jbi-46 425 21 a a DET jbi-46 425 22 combination combination NOUN jbi-46 425 23 of of ADP jbi-46 425 24 contextual contextual ADJ jbi-46 425 25 rules rule NOUN jbi-46 425 26 and and CCONJ jbi-46 425 27 a a DET jbi-46 425 28 language language NOUN jbi-46 425 29 lexicon lexicon NOUN jbi-46 425 30 ( ( PUNCT jbi-46 425 31 kirkup kirkup PROPN jbi-46 425 32 et.al et.al PROPN jbi-46 425 33 . . PROPN jbi-46 425 34 , , PUNCT jbi-46 425 35 2005 2005 NUM jbi-46 425 36 ; ; PUNCT jbi-46 425 37 koning koning PROPN jbi-46 425 38 et et PROPN jbi-46 425 39 al al PROPN jbi-46 425 40 . . PROPN jbi-46 425 41 , , PUNCT jbi-46 425 42 2005 2005 NUM jbi-46 425 43 ) ) PUNCT jbi-46 425 44 . . PUNCT jbi-46 426 1 sautter sautter NOUN jbi-46 426 2 et et PROPN jbi-46 426 3 al al PROPN jbi-46 426 4 . . PROPN jbi-46 426 5 ( ( PUNCT jbi-46 426 6 2006 2006 NUM jbi-46 426 7 ) ) PUNCT jbi-46 426 8 built build VERB jbi-46 426 9 on on ADP jbi-46 426 10 top top NOUN jbi-46 426 11 of of ADP jbi-46 426 12 koning koning PROPN jbi-46 426 13 et et PROPN jbi-46 426 14 al al PROPN jbi-46 426 15 . . PROPN jbi-46 426 16 ’s ’s PART jbi-46 426 17 system system NOUN jbi-46 426 18 a a DET jbi-46 426 19 named name VERB jbi-46 426 20 entity entity NOUN jbi-46 426 21 recognition recognition NOUN jbi-46 426 22 system system NOUN jbi-46 426 23 for for ADP jbi-46 426 24 taxonomic taxonomic ADJ jbi-46 426 25 names name NOUN jbi-46 426 26 , , PUNCT jbi-46 426 27 using use VERB jbi-46 426 28 both both DET jbi-46 426 29 hand hand NOUN jbi-46 426 30 - - PUNCT jbi-46 426 31 crafted craft VERB jbi-46 426 32 rules rule NOUN jbi-46 426 33 and and CCONJ jbi-46 426 34 some some DET jbi-46 426 35 learning learn VERB jbi-46 426 36 components component NOUN jbi-46 426 37 . . PUNCT jbi-46 427 1 fewer few ADJ jbi-46 427 2 studies study NOUN jbi-46 427 3 have have AUX jbi-46 427 4 focused focus VERB jbi-46 427 5 on on ADP jbi-46 427 6 cue cue ADJ jbi-46 427 7 - - PUNCT jbi-46 427 8 poor poor ADJ jbi-46 427 9 yet yet ADV jbi-46 427 10 semantic semantic ADJ jbi-46 427 11 - - PUNCT jbi-46 427 12 rich rich ADJ jbi-46 427 13 sections section NOUN jbi-46 427 14 ( ( PUNCT jbi-46 427 15 e.g. e.g. ADV jbi-46 427 16 morphological morphological ADJ jbi-46 427 17 descriptions description NOUN jbi-46 427 18 ) ) PUNCT jbi-46 427 19 largely largely ADV jbi-46 427 20 due due ADJ jbi-46 427 21 to to ADP jbi-46 427 22 the the DET jbi-46 427 23 lack lack NOUN jbi-46 427 24 of of ADP jbi-46 427 25 consistency consistency NOUN jbi-46 427 26 in in ADP jbi-46 427 27 description description NOUN jbi-46 427 28 contents content NOUN jbi-46 427 29 . . PUNCT jbi-46 428 1 lydon lydon PROPN jbi-46 428 2 et et PROPN jbi-46 428 3 al al PROPN jbi-46 428 4 . . PROPN jbi-46 429 1 ( ( PUNCT jbi-46 429 2 2003 2003 NUM jbi-46 429 3 ) ) PUNCT jbi-46 429 4 ’s ’s PART jbi-46 429 5 manual manual ADJ jbi-46 429 6 comparison comparison NOUN jbi-46 429 7 revealed reveal VERB jbi-46 429 8 surprisingly surprisingly ADV jbi-46 429 9 large large ADJ jbi-46 429 10 inter inter ADJ jbi-46 429 11 - - ADJ jbi-46 429 12 collection collection ADJ jbi-46 429 13 variations variation NOUN jbi-46 429 14 among among ADP jbi-46 429 15 descriptions description NOUN jbi-46 429 16 of of ADP jbi-46 429 17 the the DET jbi-46 429 18 same same ADJ jbi-46 429 19 species specie NOUN jbi-46 429 20 . . PUNCT jbi-46 430 1 earlier early ADJ jbi-46 430 2 studies study NOUN jbi-46 430 3 using use VERB jbi-46 430 4 syntactic syntactic ADJ jbi-46 430 5 parsing parsing NOUN jbi-46 430 6 methods method NOUN jbi-46 430 7 to to PART jbi-46 430 8 extract extract VERB jbi-46 430 9 information information NOUN jbi-46 430 10 to to PART jbi-46 430 11 populate populate VERB jbi-46 430 12 relational relational ADJ jbi-46 430 13 databases database NOUN jbi-46 430 14 or or CCONJ jbi-46 430 15 to to PART jbi-46 430 16 mark mark VERB jbi-46 430 17 up up ADP jbi-46 430 18 plant plant NOUN jbi-46 430 19 descriptions description NOUN jbi-46 430 20 in in ADP jbi-46 430 21 xml xml NOUN jbi-46 430 22 have have AUX jbi-46 430 23 focused focus VERB jbi-46 430 24 on on ADP jbi-46 430 25 a a DET jbi-46 430 26 single single ADJ jbi-46 430 27 collection collection NOUN jbi-46 430 28 ( ( PUNCT jbi-46 430 29 taylor taylor PROPN jbi-46 430 30 , , PUNCT jbi-46 430 31 1995 1995 NUM jbi-46 430 32 ; ; PUNCT jbi-46 430 33 abascal abascal ADJ jbi-46 430 34 et.al et.al PROPN jbi-46 430 35 . . PROPN jbi-46 430 36 , , PUNCT jbi-46 430 37 1999 1999 NUM jbi-46 430 38 ; ; PUNCT jbi-46 430 39 vanel vanel NOUN jbi-46 430 40 , , PUNCT jbi-46 430 41 2004 2004 NUM jbi-46 430 42 ) ) PUNCT jbi-46 430 43 . . PUNCT jbi-46 431 1 recently recently ADV jbi-46 431 2 , , PUNCT jbi-46 431 3 wood wood NOUN jbi-46 431 4 et et NOUN jbi-46 431 5 . . PUNCT jbi-46 431 6 al.(2004 al.(2004 PROPN jbi-46 431 7 ) ) PUNCT jbi-46 431 8 extracted extract VERB jbi-46 431 9 plant plant NOUN jbi-46 431 10 features feature NOUN jbi-46 431 11 from from ADP jbi-46 431 12 the the DET jbi-46 431 13 descriptions description NOUN jbi-46 431 14 of of ADP jbi-46 431 15 five five NUM jbi-46 431 16 species specie NOUN jbi-46 431 17 found find VERB jbi-46 431 18 in in ADP jbi-46 431 19 six six NUM jbi-46 431 20 floras flora NOUN jbi-46 431 21 , , PUNCT jbi-46 431 22 using use VERB jbi-46 431 23 a a DET jbi-46 431 24 hand hand NOUN jbi-46 431 25 - - PUNCT jbi-46 431 26 made make VERB jbi-46 431 27 gazetteer gazetteer NOUN jbi-46 431 28 as as ADP jbi-46 431 29 a a DET jbi-46 431 30 lookup lookup NOUN jbi-46 431 31 list list NOUN jbi-46 431 32 to to PART jbi-46 431 33 link link VERB jbi-46 431 34 extracted extract VERB jbi-46 431 35 terms term NOUN jbi-46 431 36 with with ADP jbi-46 431 37 their their PRON jbi-46 431 38 tags tag NOUN jbi-46 431 39 . . PUNCT jbi-46 432 1 they they PRON jbi-46 432 2 also also ADV jbi-46 432 3 showed show VERB jbi-46 432 4 that that SCONJ jbi-46 432 5 features feature NOUN jbi-46 432 6 extracted extract VERB jbi-46 432 7 from from ADP jbi-46 432 8 different different ADJ jbi-46 432 9 sources source NOUN jbi-46 432 10 were be AUX jbi-46 432 11 complementary complementary ADJ jbi-46 432 12 to to ADP jbi-46 432 13 each each DET jbi-46 432 14 other other ADJ jbi-46 432 15 . . PUNCT jbi-46 433 1 the the DET jbi-46 433 2 research research NOUN jbi-46 433 3 reported report VERB jbi-46 433 4 in in ADP jbi-46 433 5 this this DET jbi-46 433 6 paper paper NOUN jbi-46 433 7 involves involve VERB jbi-46 433 8 multiple multiple ADJ jbi-46 433 9 description description NOUN jbi-46 433 10 collections collection NOUN jbi-46 433 11 and and CCONJ jbi-46 433 12 multiple multiple ADJ jbi-46 433 13 user user NOUN jbi-46 433 14 - - PUNCT jbi-46 433 15 friendly friendly ADJ jbi-46 433 16 approaches approach NOUN jbi-46 433 17 , , PUNCT jbi-46 433 18 minimizing minimize VERB jbi-46 433 19 manual manual ADJ jbi-46 433 20 work work NOUN jbi-46 433 21 as as ADV jbi-46 433 22 much much ADV jbi-46 433 23 as as ADP jbi-46 433 24 possible possible ADJ jbi-46 433 25 . . PUNCT jbi-46 434 1 goldengate goldengate NOUN jbi-46 434 2 ( ( PUNCT jbi-46 434 3 sautter sautter NOUN jbi-46 434 4 et et PROPN jbi-46 434 5 al al PROPN jbi-46 434 6 . . PROPN jbi-46 434 7 , , PUNCT jbi-46 434 8 2007 2007 NUM jbi-46 434 9 ) ) PUNCT jbi-46 434 10 is be AUX jbi-46 434 11 an an DET jbi-46 434 12 xml xml NOUN jbi-46 434 13 editor editor NOUN jbi-46 434 14 that that PRON jbi-46 434 15 facilitates facilitate VERB jbi-46 434 16 the the DET jbi-46 434 17 markup markup NOUN jbi-46 434 18 of of ADP jbi-46 434 19 plain plain ADJ jbi-46 434 20 - - PUNCT jbi-46 434 21 text text NOUN jbi-46 434 22 taxonomic taxonomic ADJ jbi-46 434 23 descriptions description NOUN jbi-46 434 24 in in ADP jbi-46 434 25 xml xml NOUN jbi-46 434 26 . . PUNCT jbi-46 435 1 it it PRON jbi-46 435 2 works work VERB jbi-46 435 3 with with ADP jbi-46 435 4 complete complete ADJ jbi-46 435 5 documents document NOUN jbi-46 435 6 and and CCONJ jbi-46 435 7 the the DET jbi-46 435 8 user user NOUN jbi-46 435 9 can can AUX jbi-46 435 10 invoke invoke VERB jbi-46 435 11 different different ADJ jbi-46 435 12 functions function NOUN jbi-46 435 13 to to PART jbi-46 435 14 paginate paginate VERB jbi-46 435 15 documents document NOUN jbi-46 435 16 and and CCONJ jbi-46 435 17 to to PART jbi-46 435 18 tag tag VERB jbi-46 435 19 taxonomic taxonomic ADJ jbi-46 435 20 names name NOUN jbi-46 435 21 and and CCONJ jbi-46 435 22 taxon taxon ADJ jbi-46 435 23 names name NOUN jbi-46 435 24 , , PUNCT jbi-46 435 25 in in ADP jbi-46 435 26 other other ADJ jbi-46 435 27 words word NOUN jbi-46 435 28 , , PUNCT jbi-46 435 29 to to PART jbi-46 435 30 tag tag VERB jbi-46 435 31 a a DET jbi-46 435 32 document document NOUN jbi-46 435 33 to to PART jbi-46 435 34 taxonx taxonx NOUN jbi-46 435 35 level level NOUN jbi-46 435 36 1 1 NUM jbi-46 435 37 . . PUNCT jbi-46 435 38 taxonx taxonx NOUN jbi-46 435 39 is be AUX jbi-46 435 40 an an DET jbi-46 435 41 xml xml NOUN jbi-46 435 42 schema schema NOUN jbi-46 435 43 that that PRON jbi-46 435 44 defines define VERB jbi-46 435 45 five five NUM jbi-46 435 46 levels level NOUN jbi-46 435 47 of of ADP jbi-46 435 48 markup markup PROPN jbi-46 435 49 . . PUNCT jbi-46 436 1 the the DET jbi-46 436 2 sentence sentence NOUN jbi-46 436 3 level level NOUN jbi-46 436 4 markup markup NOUN jbi-46 436 5 described describe VERB jbi-46 436 6 in in ADP jbi-46 436 7 this this DET jbi-46 436 8 paper paper NOUN jbi-46 436 9 is be AUX jbi-46 436 10 between between ADP jbi-46 436 11 taxonx taxonx ADJ jbi-46 436 12 level level NOUN jbi-46 436 13 2 2 NUM jbi-46 436 14 and and CCONJ jbi-46 436 15 3 3 NUM jbi-46 436 16 . . PUNCT jbi-46 436 17 goldengate goldengate NOUN jbi-46 436 18 relies rely VERB jbi-46 436 19 on on ADP jbi-46 436 20 regular regular ADJ jbi-46 436 21 expressions expression NOUN jbi-46 436 22 and and CCONJ jbi-46 436 23 pre pre ADJ jbi-46 436 24 - - ADJ jbi-46 436 25 compiled compiled ADJ jbi-46 436 26 dictionaries dictionary NOUN jbi-46 436 27 to to PART jbi-46 436 28 tag tag VERB jbi-46 436 29 description description NOUN jbi-46 436 30 text text NOUN jbi-46 436 31 . . PUNCT jbi-46 437 1 this this DET jbi-46 437 2 approach approach NOUN jbi-46 437 3 can can AUX jbi-46 437 4 be be AUX jbi-46 437 5 sensitive sensitive ADJ jbi-46 437 6 to to ADP jbi-46 437 7 text text NOUN jbi-46 437 8 variations variation NOUN jbi-46 437 9 cui cui NOUN jbi-46 437 10 – – PUNCT jbi-46 437 11 converting convert VERB jbi-46 437 12 taxonomic taxonomic ADJ jbi-46 437 13 descriptions description NOUN jbi-46 437 14 to to ADP jbi-46 437 15 new new ADJ jbi-46 437 16 digital digital ADJ jbi-46 437 17 formats format NOUN jbi-46 437 18 38 38 NUM jbi-46 437 19 0.0 0.0 NUM jbi-46 437 20 0.2 0.2 NUM jbi-46 437 21 0.4 0.4 NUM jbi-46 437 22 0.6 0.6 NUM jbi-46 437 23 0.8 0.8 NUM jbi-46 437 24 1.0 1.0 NUM jbi-46 437 25 observed observe VERB jbi-46 437 26 cumulative cumulative ADJ jbi-46 437 27 probability probability NOUN jbi-46 437 28 0.0 0.0 NUM jbi-46 437 29 0.2 0.2 NUM jbi-46 437 30 0.4 0.4 NUM jbi-46 437 31 0.6 0.6 NUM jbi-46 437 32 0.8 0.8 NUM jbi-46 437 33 1.0 1.0 NUM jbi-46 437 34 e e NOUN jbi-46 437 35 x x X jbi-46 437 36 p p X jbi-46 437 37 e e X jbi-46 437 38 c c NOUN jbi-46 437 39 t t PROPN jbi-46 437 40 e e X jbi-46 437 41 d d X jbi-46 437 42 figure figure NOUN jbi-46 437 43 5 5 NUM jbi-46 437 44 . . NOUN jbi-46 437 45 normal normal ADJ jbi-46 437 46 distribution distribution NOUN jbi-46 437 47 of of ADP jbi-46 437 48 the the DET jbi-46 437 49 residual residual NOUN jbi-46 437 50 of of ADP jbi-46 437 51 the the DET jbi-46 437 52 linear linear PROPN jbi-46 437 53 regression regression NOUN jbi-46 437 54 model model NOUN jbi-46 437 55 . . PUNCT jbi-46 438 1 and and CCONJ jbi-46 438 2 is be AUX jbi-46 438 3 limited limit VERB jbi-46 438 4 by by ADP jbi-46 438 5 the the DET jbi-46 438 6 availability availability NOUN jbi-46 438 7 of of ADP jbi-46 438 8 the the DET jbi-46 438 9 dictionaries dictionary NOUN jbi-46 438 10 and and CCONJ jbi-46 438 11 user user NOUN jbi-46 438 12 skills skill NOUN jbi-46 438 13 in in ADP jbi-46 438 14 constructing construct VERB jbi-46 438 15 regular regular ADJ jbi-46 438 16 expression expression NOUN jbi-46 438 17 patterns pattern NOUN jbi-46 438 18 . . PUNCT jbi-46 439 1 goldengate goldengate NOUN jbi-46 439 2 supports support VERB jbi-46 439 3 manual manual ADJ jbi-46 439 4 editing editing NOUN jbi-46 439 5 of of ADP jbi-46 439 6 tagged tag VERB jbi-46 439 7 text text NOUN jbi-46 439 8 in in ADP jbi-46 439 9 a a DET jbi-46 439 10 similar similar ADJ jbi-46 439 11 way way NOUN jbi-46 439 12 as as ADP jbi-46 439 13 martt martt NOUN jbi-46 439 14 's 's PART jbi-46 439 15 training training NOUN jbi-46 439 16 example example NOUN jbi-46 439 17 preparation preparation NOUN jbi-46 439 18 utility utility NOUN jbi-46 439 19 . . PUNCT jbi-46 440 1 others other NOUN jbi-46 440 2 , , PUNCT jbi-46 440 3 such such ADJ jbi-46 440 4 as as ADP jbi-46 440 5 cui cui PROPN jbi-46 440 6 et et PROPN jbi-46 440 7 . . PUNCT jbi-46 441 1 al al PROPN jbi-46 441 2 ( ( PUNCT jbi-46 441 3 2002 2002 NUM jbi-46 441 4 ) ) PUNCT jbi-46 441 5 , , PUNCT jbi-46 441 6 used use VERB jbi-46 441 7 text text NOUN jbi-46 441 8 classification classification NOUN jbi-46 441 9 algorithms algorithm NOUN jbi-46 441 10 such such ADJ jbi-46 441 11 as as ADP jbi-46 441 12 svms svms NOUN jbi-46 441 13 to to PART jbi-46 441 14 mark mark VERB jbi-46 441 15 up up ADP jbi-46 441 16 description description NOUN jbi-46 441 17 paragraphs paragraph NOUN jbi-46 441 18 as as ADP jbi-46 441 19 nomenclature nomenclature NOUN jbi-46 441 20 , , PUNCT jbi-46 441 21 description description NOUN jbi-46 441 22 , , PUNCT jbi-46 441 23 distribution distribution NOUN jbi-46 441 24 , , PUNCT jbi-46 441 25 discussion discussion NOUN jbi-46 441 26 , , PUNCT jbi-46 441 27 and and CCONJ jbi-46 441 28 reference reference NOUN jbi-46 441 29 , , PUNCT jbi-46 441 30 etc etc X jbi-46 441 31 . . X jbi-46 441 32 with with ADP jbi-46 441 33 good good ADJ jbi-46 441 34 accuracy accuracy NOUN jbi-46 441 35 . . PUNCT jbi-46 442 1 few few ADJ jbi-46 442 2 studies study NOUN jbi-46 442 3 linked link VERB jbi-46 442 4 characteristic characteristic ADJ jbi-46 442 5 measures measure NOUN jbi-46 442 6 of of ADP jbi-46 442 7 text text NOUN jbi-46 442 8 corpora corpora NOUN jbi-46 442 9 to to ADP jbi-46 442 10 system system NOUN jbi-46 442 11 performance performance NOUN jbi-46 442 12 statistically statistically ADV jbi-46 442 13 . . PUNCT jbi-46 443 1 an an DET jbi-46 443 2 exception exception NOUN jbi-46 443 3 is be AUX jbi-46 443 4 bagga bagga PROPN jbi-46 443 5 & & CCONJ jbi-46 443 6 biermann biermann PROPN jbi-46 443 7 ( ( PUNCT jbi-46 443 8 1997 1997 NUM jbi-46 443 9 ) ) PUNCT jbi-46 443 10 who who PRON jbi-46 443 11 proposed propose VERB jbi-46 443 12 a a DET jbi-46 443 13 measure measure NOUN jbi-46 443 14 called call VERB jbi-46 443 15 “ " PUNCT jbi-46 443 16 fact fact NOUN jbi-46 443 17 level level NOUN jbi-46 443 18 ” " PUNCT jbi-46 443 19 to to PART jbi-46 443 20 evaluate evaluate VERB jbi-46 443 21 the the DET jbi-46 443 22 complexity complexity NOUN jbi-46 443 23 of of ADP jbi-46 443 24 a a DET jbi-46 443 25 text text NOUN jbi-46 443 26 corpus corpus NOUN jbi-46 443 27 in in ADP jbi-46 443 28 the the DET jbi-46 443 29 context context NOUN jbi-46 443 30 of of ADP jbi-46 443 31 information information NOUN jbi-46 443 32 extraction extraction NOUN jbi-46 443 33 , , PUNCT jbi-46 443 34 basing base VERB jbi-46 443 35 on on ADP jbi-46 443 36 the the DET jbi-46 443 37 observation observation NOUN jbi-46 443 38 that that SCONJ jbi-46 443 39 it it PRON jbi-46 443 40 is be AUX jbi-46 443 41 more more ADV jbi-46 443 42 difficult difficult ADJ jbi-46 443 43 to to PART jbi-46 443 44 extract extract VERB jbi-46 443 45 a a DET jbi-46 443 46 fact fact NOUN jbi-46 443 47 when when SCONJ jbi-46 443 48 its its PRON jbi-46 443 49 components component NOUN jbi-46 443 50 are be AUX jbi-46 443 51 scattered scatter VERB jbi-46 443 52 around around ADV jbi-46 443 53 in in ADP jbi-46 443 54 the the DET jbi-46 443 55 text text NOUN jbi-46 443 56 . . PUNCT jbi-46 444 1 the the DET jbi-46 444 2 study study NOUN jbi-46 444 3 showed show VERB jbi-46 444 4 that that SCONJ jbi-46 444 5 higher high ADJ jbi-46 444 6 fact fact NOUN jbi-46 444 7 levels level NOUN jbi-46 444 8 are be AUX jbi-46 444 9 associated associate VERB jbi-46 444 10 with with ADP jbi-46 444 11 lower low ADJ jbi-46 444 12 performances performance NOUN jbi-46 444 13 in in ADP jbi-46 444 14 information information NOUN jbi-46 444 15 extraction extraction NOUN jbi-46 444 16 systems system NOUN jbi-46 444 17 , , PUNCT jbi-46 444 18 indicating indicate VERB jbi-46 444 19 that that SCONJ jbi-46 444 20 fact fact NOUN jbi-46 444 21 level level NOUN jbi-46 444 22 may may AUX jbi-46 444 23 be be AUX jbi-46 444 24 an an DET jbi-46 444 25 appropriate appropriate ADJ jbi-46 444 26 measure measure NOUN jbi-46 444 27 for for ADP jbi-46 444 28 extraction extraction NOUN jbi-46 444 29 difficulty difficulty NOUN jbi-46 444 30 . . PUNCT jbi-46 445 1 however however ADV jbi-46 445 2 , , PUNCT jbi-46 445 3 fact fact NOUN jbi-46 445 4 level level NOUN jbi-46 445 5 is be AUX jbi-46 445 6 not not PART jbi-46 445 7 applicable applicable ADJ jbi-46 445 8 to to ADP jbi-46 445 9 the the DET jbi-46 445 10 semantic semantic PROPN jbi-46 445 11 markup markup PROPN jbi-46 445 12 scenario scenario NOUN jbi-46 445 13 discussed discuss VERB jbi-46 445 14 here here ADV jbi-46 445 15 . . PUNCT jbi-46 446 1 conclusions conclusion NOUN jbi-46 446 2 and and CCONJ jbi-46 446 3 future future ADJ jbi-46 446 4 work work NOUN jbi-46 446 5 our our PRON jbi-46 446 6 experience experience NOUN jbi-46 446 7 with with ADP jbi-46 446 8 taxonomic taxonomic ADJ jbi-46 446 9 descriptions description NOUN jbi-46 446 10 confirms confirm VERB jbi-46 446 11 lydon lydon PROPN jbi-46 446 12 et.al et.al PROPN jbi-46 446 13 ( ( PUNCT jbi-46 446 14 2003 2003 NUM jbi-46 446 15 ) ) PUNCT jbi-46 446 16 's 's PART jbi-46 446 17 conclusion conclusion NOUN jbi-46 446 18 that that SCONJ jbi-46 446 19 large large ADJ jbi-46 446 20 variations variation NOUN jbi-46 446 21 exist exist VERB jbi-46 446 22 among among ADP jbi-46 446 23 collections collection NOUN jbi-46 446 24 of of ADP jbi-46 446 25 descriptions description NOUN jbi-46 446 26 . . PUNCT jbi-46 447 1 domain domain NOUN jbi-46 447 2 practices practice NOUN jbi-46 447 3 ( ( PUNCT jbi-46 447 4 e.g. e.g. ADV jbi-46 447 5 , , PUNCT jbi-46 447 6 use use NOUN jbi-46 447 7 of of ADP jbi-46 447 8 punctuation punctuation NOUN jbi-46 447 9 marks mark NOUN jbi-46 447 10 ) ) PUNCT jbi-46 447 11 are be AUX jbi-46 447 12 not not PART jbi-46 447 13 adopted adopt VERB jbi-46 447 14 uniformly uniformly ADV jbi-46 447 15 across across ADP jbi-46 447 16 collections collection NOUN jbi-46 447 17 . . PUNCT jbi-46 448 1 these these DET jbi-46 448 2 variations variation NOUN jbi-46 448 3 demand demand VERB jbi-46 448 4 any any DET jbi-46 448 5 automated automate VERB jbi-46 448 6 semantic semantic ADJ jbi-46 448 7 markup markup NOUN jbi-46 448 8 systems system NOUN jbi-46 448 9 to to PART jbi-46 448 10 enhance enhance VERB jbi-46 448 11 not not PART jbi-46 448 12 only only ADV jbi-46 448 13 its its PRON jbi-46 448 14 accuracy accuracy NOUN jbi-46 448 15 but but CCONJ jbi-46 448 16 also also ADV jbi-46 448 17 its its PRON jbi-46 448 18 portability portability NOUN jbi-46 448 19 . . PUNCT jbi-46 449 1 the the DET jbi-46 449 2 uniqueness uniqueness NOUN jbi-46 449 3 of of ADP jbi-46 449 4 martt martt NOUN jbi-46 449 5 lies lie VERB jbi-46 449 6 in in ADP jbi-46 449 7 its its PRON jbi-46 449 8 ability ability NOUN jbi-46 449 9 to to PART jbi-46 449 10 store store VERB jbi-46 449 11 and and CCONJ jbi-46 449 12 reuse reuse NOUN jbi-46 449 13 markup markup NOUN jbi-46 449 14 rules rule NOUN jbi-46 449 15 learned learn VERB jbi-46 449 16 over over ADP jbi-46 449 17 time time NOUN jbi-46 449 18 from from ADP jbi-46 449 19 different different ADJ jbi-46 449 20 description description NOUN jbi-46 449 21 collections collection NOUN jbi-46 449 22 . . PUNCT jbi-46 450 1 this this PRON jbi-46 450 2 makes make VERB jbi-46 450 3 it it PRON jbi-46 450 4 highly highly ADV jbi-46 450 5 portable portable ADJ jbi-46 450 6 across across ADP jbi-46 450 7 collections collection NOUN jbi-46 450 8 as as SCONJ jbi-46 450 9 demonstrated demonstrate VERB jbi-46 450 10 in in ADP jbi-46 450 11 the the DET jbi-46 450 12 experiments experiment NOUN jbi-46 450 13 with with ADP jbi-46 450 14 fna fna PROPN jbi-46 450 15 , , PUNCT jbi-46 450 16 foc foc VERB jbi-46 450 17 , , PUNCT jbi-46 450 18 and and CCONJ jbi-46 450 19 fnct fnct ADJ jbi-46 450 20 . . PUNCT jbi-46 451 1 because because SCONJ jbi-46 451 2 the the DET jbi-46 451 3 learned learn VERB jbi-46 451 4 markup markup NOUN jbi-46 451 5 rules rule NOUN jbi-46 451 6 are be AUX jbi-46 451 7 collection collection NOUN jbi-46 451 8 - - PUNCT jbi-46 451 9 independent independent ADJ jbi-46 451 10 , , PUNCT jbi-46 451 11 we we PRON jbi-46 451 12 hope hope VERB jbi-46 451 13 that that SCONJ jbi-46 451 14 these these DET jbi-46 451 15 rules rule NOUN jbi-46 451 16 accumulated accumulate VERB jbi-46 451 17 over over ADP jbi-46 451 18 time time NOUN jbi-46 451 19 will will AUX jbi-46 451 20 be be AUX jbi-46 451 21 also also ADV jbi-46 451 22 useful useful ADJ jbi-46 451 23 for for ADP jbi-46 451 24 tagging tag VERB jbi-46 451 25 more more ADV jbi-46 451 26 free free ADJ jbi-46 451 27 - - PUNCT jbi-46 451 28 style style NOUN jbi-46 451 29 text text NOUN jbi-46 451 30 related relate VERB jbi-46 451 31 to to ADP jbi-46 451 32 taxonomy taxonomy NOUN jbi-46 451 33 . . PUNCT jbi-46 452 1 as as ADP jbi-46 452 2 a a DET jbi-46 452 3 machine machine NOUN jbi-46 452 4 learning learn VERB jbi-46 452 5 system system NOUN jbi-46 452 6 , , PUNCT jbi-46 452 7 martt martt NOUN jbi-46 452 8 compares compare VERB jbi-46 452 9 candidate candidate NOUN jbi-46 452 10 markup markup PROPN jbi-46 452 11 rules rule NOUN jbi-46 452 12 learned learn VERB jbi-46 452 13 from from ADP jbi-46 452 14 training train VERB jbi-46 452 15 examples example NOUN jbi-46 452 16 to to PART jbi-46 452 17 select select VERB jbi-46 452 18 the the DET jbi-46 452 19 rule rule NOUN jbi-46 452 20 with with ADP jbi-46 452 21 the the DET jbi-46 452 22 lowest low ADJ jbi-46 452 23 expected expect VERB jbi-46 452 24 error error NOUN jbi-46 452 25 rate rate NOUN jbi-46 452 26 and and CCONJ jbi-46 452 27 the the DET jbi-46 452 28 highest high ADJ jbi-46 452 29 expected expect VERB jbi-46 452 30 correct correct ADJ jbi-46 452 31 rate rate NOUN jbi-46 452 32 . . PUNCT jbi-46 453 1 this this DET jbi-46 453 2 feature feature NOUN jbi-46 453 3 releases release VERB jbi-46 453 4 the the DET jbi-46 453 5 user user NOUN jbi-46 453 6 from from ADP jbi-46 453 7 the the DET jbi-46 453 8 difficult difficult ADJ jbi-46 453 9 and and CCONJ jbi-46 453 10 time time NOUN jbi-46 453 11 consuming consume VERB jbi-46 453 12 task task NOUN jbi-46 453 13 of of ADP jbi-46 453 14 crafting craft VERB jbi-46 453 15 markup markup ADJ jbi-46 453 16 rules rule NOUN jbi-46 453 17 . . PUNCT jbi-46 454 1 to to PART jbi-46 454 2 make make VERB jbi-46 454 3 the the DET jbi-46 454 4 system system NOUN jbi-46 454 5 more more ADV jbi-46 454 6 efficient efficient ADJ jbi-46 454 7 and and CCONJ jbi-46 454 8 user user NOUN jbi-46 454 9 - - PUNCT jbi-46 454 10 friendly friendly ADJ jbi-46 454 11 , , PUNCT jbi-46 454 12 a a DET jbi-46 454 13 number number NOUN jbi-46 454 14 of of ADP jbi-46 454 15 utilities utility NOUN jbi-46 454 16 are be AUX jbi-46 454 17 also also ADV jbi-46 454 18 being be AUX jbi-46 454 19 developed develop VERB jbi-46 454 20 . . PUNCT jbi-46 455 1 the the DET jbi-46 455 2 training training NOUN jbi-46 455 3 example example NOUN jbi-46 455 4 preparation preparation NOUN jbi-46 455 5 utility utility NOUN jbi-46 455 6 can can AUX jbi-46 455 7 significantly significantly ADV jbi-46 455 8 reduce reduce VERB jbi-46 455 9 the the DET jbi-46 455 10 cost cost NOUN jbi-46 455 11 of of ADP jbi-46 455 12 training training NOUN jbi-46 455 13 examples example NOUN jbi-46 455 14 . . PUNCT jbi-46 456 1 the the DET jbi-46 456 2 unsupervised unsupervised ADJ jbi-46 456 3 learning learning NOUN jbi-46 456 4 utility utility NOUN jbi-46 456 5 identifies identify VERB jbi-46 456 6 main main ADJ jbi-46 456 7 concepts concept NOUN jbi-46 456 8 ( ( PUNCT jbi-46 456 9 organ organ NOUN jbi-46 456 10 names name NOUN jbi-46 456 11 ) ) PUNCT jbi-46 456 12 from from ADP jbi-46 456 13 a a DET jbi-46 456 14 description description NOUN jbi-46 456 15 collection collection NOUN jbi-46 456 16 without without ADP jbi-46 456 17 any any DET jbi-46 456 18 training training NOUN jbi-46 456 19 example example NOUN jbi-46 456 20 and and CCONJ jbi-46 456 21 helps help VERB jbi-46 456 22 the the DET jbi-46 456 23 user user NOUN jbi-46 456 24 to to PART jbi-46 456 25 create create VERB jbi-46 456 26 a a DET jbi-46 456 27 more more ADV jbi-46 456 28 comprehensive comprehensive ADJ jbi-46 456 29 xml xml NOUN jbi-46 456 30 schema schema NOUN jbi-46 456 31 and and CCONJ jbi-46 456 32 training train VERB jbi-46 456 33 examples example NOUN jbi-46 456 34 at at ADP jbi-46 456 35 low low ADJ jbi-46 456 36 cost cost NOUN jbi-46 456 37 . . PUNCT jbi-46 457 1 lastly lastly ADV jbi-46 457 2 , , PUNCT jbi-46 457 3 the the DET jbi-46 457 4 performance performance NOUN jbi-46 457 5 prediction prediction NOUN jbi-46 457 6 utility utility NOUN jbi-46 457 7 shows show VERB jbi-46 457 8 the the DET jbi-46 457 9 potential potential NOUN jbi-46 457 10 of of ADP jbi-46 457 11 predicting predict VERB jbi-46 457 12 martt martt NOUN jbi-46 457 13 performance performance NOUN jbi-46 457 14 on on ADP jbi-46 457 15 a a DET jbi-46 457 16 collection collection NOUN jbi-46 457 17 with with ADP jbi-46 457 18 only only ADV jbi-46 457 19 a a DET jbi-46 457 20 few few ADJ jbi-46 457 21 dozens dozen NOUN jbi-46 457 22 of of ADP jbi-46 457 23 tagged tag VERB jbi-46 457 24 examples example NOUN jbi-46 457 25 . . PUNCT jbi-46 458 1 -0.10 -0.10 NUM jbi-46 458 2 -0.05 -0.05 NUM jbi-46 458 3 0.00 0.00 NUM jbi-46 458 4 0.05 0.05 NUM jbi-46 458 5 0.10 0.10 NUM jbi-46 458 6 0.15 0.15 NUM jbi-46 458 7 unstandardized unstandardized ADJ jbi-46 458 8 residual residual ADJ jbi-46 458 9 0 0 NUM jbi-46 458 10 2 2 NUM jbi-46 458 11 4 4 NUM jbi-46 458 12 6 6 NUM jbi-46 458 13 8 8 NUM jbi-46 458 14 10 10 NUM jbi-46 458 15 12 12 NUM jbi-46 458 16 14 14 NUM jbi-46 458 17 f f NOUN jbi-46 458 18 re re ADP jbi-46 458 19 q q X jbi-46 458 20 u u X jbi-46 458 21 e e X jbi-46 458 22 n n PROPN jbi-46 458 23 c c PROPN jbi-46 458 24 y y PROPN jbi-46 458 25 n= n= ADJ jbi-46 458 26 42 42 NUM jbi-46 458 27 mean mean NOUN jbi-46 458 28 = = SYM jbi-46 458 29 -.0025 -.0025 PUNCT jbi-46 458 30 median median NOUN jbi-46 458 31 = = SYM jbi-46 458 32 -.0087 -.0087 PUNCT jbi-46 458 33 std std PROPN jbi-46 458 34 . . PUNCT jbi-46 458 35 dev dev PROPN jbi-46 458 36 . . PUNCT jbi-46 459 1 = = PUNCT jbi-46 459 2 .04459 .04459 PROPN jbi-46 460 1 m m VERB jbi-46 460 2 inimum inimum ADJ jbi-46 460 3 = = SYM jbi-46 461 1 -.09 -.09 PROPN jbi-46 461 2 maximum maximum ADJ jbi-46 461 3 = = SYM jbi-46 461 4 .11 .11 NUM jbi-46 461 5 percentiles percentile NOUN jbi-46 461 6 25 25 NUM jbi-46 461 7 = = NOUN jbi-46 461 8 -.0326 -.0326 PUNCT jbi-46 461 9 50 50 NUM jbi-46 461 10 = = NOUN jbi-46 461 11 -.0087 -.0087 PUNCT jbi-46 461 12 75 75 NUM jbi-46 461 13 = = SYM jbi-46 461 14 .0311 .0311 NOUN jbi-46 461 15 figure figure NOUN jbi-46 461 16 6 6 NUM jbi-46 461 17 . . PUNCT jbi-46 462 1 the the DET jbi-46 462 2 difference difference NOUN jbi-46 462 3 between between ADP jbi-46 462 4 observed observe VERB jbi-46 462 5 performance performance NOUN jbi-46 462 6 and and CCONJ jbi-46 462 7 predicted predict VERB jbi-46 462 8 performance performance NOUN jbi-46 462 9 on on ADP jbi-46 462 10 42 42 NUM jbi-46 462 11 test test NOUN jbi-46 462 12 collections collection NOUN jbi-46 462 13 . . PUNCT jbi-46 463 1 cui cui NOUN jbi-46 463 2 – – PUNCT jbi-46 463 3 converting convert VERB jbi-46 463 4 taxonomic taxonomic ADJ jbi-46 463 5 descriptions description NOUN jbi-46 463 6 to to ADP jbi-46 463 7 new new ADJ jbi-46 463 8 digital digital ADJ jbi-46 463 9 formats format NOUN jbi-46 463 10 39 39 NUM jbi-46 463 11 in in ADP jbi-46 463 12 the the DET jbi-46 463 13 course course NOUN jbi-46 463 14 of of ADP jbi-46 463 15 developing develop VERB jbi-46 463 16 the the DET jbi-46 463 17 martt martt NOUN jbi-46 463 18 system system NOUN jbi-46 463 19 and and CCONJ jbi-46 463 20 its its PRON jbi-46 463 21 utilities utility NOUN jbi-46 463 22 , , PUNCT jbi-46 463 23 we we PRON jbi-46 463 24 essentially essentially ADV jbi-46 463 25 have have AUX jbi-46 463 26 tested test VERB jbi-46 463 27 two two NUM jbi-46 463 28 machine machine NOUN jbi-46 463 29 learning learning NOUN jbi-46 463 30 approaches approach NOUN jbi-46 463 31 : : PUNCT jbi-46 463 32 the the DET jbi-46 463 33 first first ADJ jbi-46 463 34 is be AUX jbi-46 463 35 a a DET jbi-46 463 36 supervised supervised ADJ jbi-46 463 37 learning learning NOUN jbi-46 463 38 approach approach NOUN jbi-46 463 39 where where SCONJ jbi-46 463 40 an an DET jbi-46 463 41 xml xml NOUN jbi-46 463 42 schema schema NOUN jbi-46 463 43 and and CCONJ jbi-46 463 44 a a DET jbi-46 463 45 set set NOUN jbi-46 463 46 of of ADP jbi-46 463 47 training training NOUN jbi-46 463 48 examples example NOUN jbi-46 463 49 guide guide VERB jbi-46 463 50 the the DET jbi-46 463 51 markup markup ADJ jbi-46 463 52 decisions decision NOUN jbi-46 463 53 of of ADP jbi-46 463 54 the the DET jbi-46 463 55 algorithm algorithm NOUN jbi-46 463 56 ; ; PUNCT jbi-46 463 57 the the DET jbi-46 463 58 second second NOUN jbi-46 463 59 is be AUX jbi-46 463 60 an an DET jbi-46 463 61 unsupervised unsupervised ADJ jbi-46 463 62 learning learning NOUN jbi-46 463 63 approach approach NOUN jbi-46 463 64 where where SCONJ jbi-46 463 65 the the DET jbi-46 463 66 algorithm algorithm NOUN jbi-46 463 67 exploits exploit VERB jbi-46 463 68 implicit implicit ADJ jbi-46 463 69 regularities regularity NOUN jbi-46 463 70 in in ADP jbi-46 463 71 the the DET jbi-46 463 72 description description NOUN jbi-46 463 73 text text NOUN jbi-46 463 74 without without ADP jbi-46 463 75 any any DET jbi-46 463 76 training training NOUN jbi-46 463 77 examples example NOUN jbi-46 463 78 or or CCONJ jbi-46 463 79 a a DET jbi-46 463 80 schema schema NOUN jbi-46 463 81 . . PUNCT jbi-46 464 1 although although SCONJ jbi-46 464 2 both both DET jbi-46 464 3 approaches approach NOUN jbi-46 464 4 are be AUX jbi-46 464 5 capable capable ADJ jbi-46 464 6 of of ADP jbi-46 464 7 producing produce VERB jbi-46 464 8 well well ADV jbi-46 464 9 - - PUNCT jbi-46 464 10 formed form VERB jbi-46 464 11 xml xml NOUN jbi-46 464 12 documents document NOUN jbi-46 464 13 from from ADP jbi-46 464 14 plain plain ADJ jbi-46 464 15 - - PUNCT jbi-46 464 16 text text NOUN jbi-46 464 17 taxonomic taxonomic ADJ jbi-46 464 18 descriptions description NOUN jbi-46 464 19 , , PUNCT jbi-46 464 20 the the DET jbi-46 464 21 latter latter ADJ jbi-46 464 22 is be AUX jbi-46 464 23 more more ADV jbi-46 464 24 efficient efficient ADJ jbi-46 464 25 but but CCONJ jbi-46 464 26 the the DET jbi-46 464 27 former former ADJ jbi-46 464 28 integrates integrate VERB jbi-46 464 29 more more ADJ jbi-46 464 30 domain domain NOUN jbi-46 464 31 knowledge knowledge NOUN jbi-46 464 32 . . PUNCT jbi-46 465 1 for for ADP jbi-46 465 2 example example NOUN jbi-46 465 3 , , PUNCT jbi-46 465 4 “ " PUNCT jbi-46 465 5 is be AUX jbi-46 465 6 part part NOUN jbi-46 465 7 of of ADP jbi-46 465 8 ” " PUNCT jbi-46 465 9 and and CCONJ jbi-46 465 10 “ " PUNCT jbi-46 465 11 is be AUX jbi-46 465 12 type type NOUN jbi-46 465 13 of of ADP jbi-46 465 14 ” " PUNCT jbi-46 465 15 relationships relationship NOUN jbi-46 465 16 are be AUX jbi-46 465 17 more more ADV jbi-46 465 18 accurately accurately ADV jbi-46 465 19 represented represent VERB jbi-46 465 20 in in ADP jbi-46 465 21 the the DET jbi-46 465 22 supervised supervised ADJ jbi-46 465 23 approach approach NOUN jbi-46 465 24 . . PUNCT jbi-46 466 1 it it PRON jbi-46 466 2 is be AUX jbi-46 466 3 important important ADJ jbi-46 466 4 to to PART jbi-46 466 5 note note VERB jbi-46 466 6 , , PUNCT jbi-46 466 7 however however ADV jbi-46 466 8 , , PUNCT jbi-46 466 9 the the DET jbi-46 466 10 two two NUM jbi-46 466 11 approaches approach NOUN jbi-46 466 12 are be AUX jbi-46 466 13 mutually mutually ADV jbi-46 466 14 beneficial beneficial ADJ jbi-46 466 15 in in SCONJ jbi-46 466 16 that that SCONJ jbi-46 466 17 the the DET jbi-46 466 18 unsupervised unsupervised ADJ jbi-46 466 19 approach approach NOUN jbi-46 466 20 helps help VERB jbi-46 466 21 to to PART jbi-46 466 22 create create VERB jbi-46 466 23 a a DET jbi-46 466 24 comprehensive comprehensive ADJ jbi-46 466 25 xml xml NOUN jbi-46 466 26 schema schema NOUN jbi-46 466 27 and and CCONJ jbi-46 466 28 training train VERB jbi-46 466 29 examples example NOUN jbi-46 466 30 that that SCONJ jbi-46 466 31 the the DET jbi-46 466 32 supervised supervised ADJ jbi-46 466 33 approach approach NOUN jbi-46 466 34 needs need NOUN jbi-46 466 35 , , PUNCT jbi-46 466 36 while while SCONJ jbi-46 466 37 the the DET jbi-46 466 38 schema schema NOUN jbi-46 466 39 and and CCONJ jbi-46 466 40 the the DET jbi-46 466 41 rules rule NOUN jbi-46 466 42 learned learn VERB jbi-46 466 43 by by ADP jbi-46 466 44 the the DET jbi-46 466 45 supervised supervised ADJ jbi-46 466 46 approach approach NOUN jbi-46 466 47 can can AUX jbi-46 466 48 help help VERB jbi-46 466 49 to to PART jbi-46 466 50 improve improve VERB jbi-46 466 51 the the DET jbi-46 466 52 performance performance NOUN jbi-46 466 53 of of ADP jbi-46 466 54 unsupervised unsupervised ADJ jbi-46 466 55 approach approach NOUN jbi-46 466 56 ( ( PUNCT jbi-46 466 57 e.g. e.g. ADV jbi-46 466 58 , , PUNCT jbi-46 466 59 by by ADP jbi-46 466 60 providing provide VERB jbi-46 466 61 good good ADJ jbi-46 466 62 seed seed NOUN jbi-46 466 63 nouns noun NOUN jbi-46 466 64 ) ) PUNCT jbi-46 466 65 . . PUNCT jbi-46 467 1 while while SCONJ jbi-46 467 2 the the DET jbi-46 467 3 markup markup NOUN jbi-46 467 4 at at ADP jbi-46 467 5 the the DET jbi-46 467 6 sentence sentence NOUN jbi-46 467 7 level level NOUN jbi-46 467 8 can can AUX jbi-46 467 9 benefit benefit VERB jbi-46 467 10 information information NOUN jbi-46 467 11 retrieval retrieval NOUN jbi-46 467 12 by by ADP jbi-46 467 13 supporting support VERB jbi-46 467 14 fielded fielded ADJ jbi-46 467 15 searches search NOUN jbi-46 467 16 , , PUNCT jbi-46 467 17 in in ADP jbi-46 467 18 the the DET jbi-46 467 19 immediate immediate ADJ jbi-46 467 20 future future NOUN jbi-46 467 21 we we PRON jbi-46 467 22 will will AUX jbi-46 467 23 further far ADV jbi-46 467 24 develop develop VERB jbi-46 467 25 martt martt NOUN jbi-46 467 26 to to PART jbi-46 467 27 tag tag VERB jbi-46 467 28 at at ADP jbi-46 467 29 an an DET jbi-46 467 30 even even ADV jbi-46 467 31 finer fine ADJ jbi-46 467 32 granularity granularity NOUN jbi-46 467 33 ; ; PUNCT jbi-46 467 34 that that PRON jbi-46 467 35 is is ADV jbi-46 467 36 , , PUNCT jbi-46 467 37 to to PART jbi-46 467 38 tag tag VERB jbi-46 467 39 characters character NOUN jbi-46 467 40 and and CCONJ jbi-46 467 41 character character NOUN jbi-46 467 42 states state NOUN jbi-46 467 43 in in ADP jbi-46 467 44 descriptions description NOUN jbi-46 467 45 . . PUNCT jbi-46 468 1 the the DET jbi-46 468 2 character character NOUN jbi-46 468 3 level level NOUN jbi-46 468 4 markups markup NOUN jbi-46 468 5 will will AUX jbi-46 468 6 prove prove VERB jbi-46 468 7 more more ADV jbi-46 468 8 useful useful ADJ jbi-46 468 9 and and CCONJ jbi-46 468 10 powerful powerful ADJ jbi-46 468 11 : : PUNCT jbi-46 468 12 they they PRON jbi-46 468 13 can can AUX jbi-46 468 14 be be AUX jbi-46 468 15 used use VERB jbi-46 468 16 to to PART jbi-46 468 17 support support VERB jbi-46 468 18 database database NOUN jbi-46 468 19 - - PUNCT jbi-46 468 20 like like ADJ jbi-46 468 21 queries query NOUN jbi-46 468 22 , , PUNCT jbi-46 468 23 to to PART jbi-46 468 24 merge merge VERB jbi-46 468 25 descriptions description NOUN jbi-46 468 26 from from ADP jbi-46 468 27 multiple multiple ADJ jbi-46 468 28 collections collection NOUN jbi-46 468 29 , , PUNCT jbi-46 468 30 to to PART jbi-46 468 31 generate generate VERB jbi-46 468 32 taxonomic taxonomic ADJ jbi-46 468 33 keys key NOUN jbi-46 468 34 either either CCONJ jbi-46 468 35 in in ADP jbi-46 468 36 a a DET jbi-46 468 37 semi semi ADJ jbi-46 468 38 - - ADJ jbi-46 468 39 automated automated ADJ jbi-46 468 40 or or CCONJ jbi-46 468 41 automated automate VERB jbi-46 468 42 manner manner NOUN jbi-46 468 43 , , PUNCT jbi-46 468 44 and and CCONJ jbi-46 468 45 to to PART jbi-46 468 46 compare compare VERB jbi-46 468 47 descriptions description NOUN jbi-46 468 48 along along ADP jbi-46 468 49 multiple multiple ADJ jbi-46 468 50 dimensions dimension NOUN jbi-46 468 51 , , PUNCT jbi-46 468 52 to to PART jbi-46 468 53 name name VERB jbi-46 468 54 just just ADV jbi-46 468 55 a a DET jbi-46 468 56 few few ADJ jbi-46 468 57 possibilities possibility NOUN jbi-46 468 58 . . PUNCT jbi-46 469 1 we we PRON jbi-46 469 2 will will AUX jbi-46 469 3 format format VERB jbi-46 469 4 the the DET jbi-46 469 5 tagged tag VERB jbi-46 469 6 description description NOUN jbi-46 469 7 in in ADP jbi-46 469 8 standard standard ADJ jbi-46 469 9 formats format NOUN jbi-46 469 10 such such ADJ jbi-46 469 11 as as ADP jbi-46 469 12 sdd sdd NOUN jbi-46 469 13 to to PART jbi-46 469 14 share share VERB jbi-46 469 15 them they PRON jbi-46 469 16 with with ADP jbi-46 469 17 the the DET jbi-46 469 18 community community NOUN jbi-46 469 19 . . PUNCT jbi-46 470 1 sdd sdd NOUN jbi-46 470 2 does do AUX jbi-46 470 3 not not PART jbi-46 470 4 prescribe prescribe VERB jbi-46 470 5 a a DET jbi-46 470 6 standard standard ADJ jbi-46 470 7 set set NOUN jbi-46 470 8 of of ADP jbi-46 470 9 characters character NOUN jbi-46 470 10 to to PART jbi-46 470 11 be be AUX jbi-46 470 12 included include VERB jbi-46 470 13 , , PUNCT jbi-46 470 14 but but CCONJ jbi-46 470 15 leaves leave VERB jbi-46 470 16 the the DET jbi-46 470 17 decision decision NOUN jbi-46 470 18 to to ADP jbi-46 470 19 individual individual ADJ jbi-46 470 20 applications application NOUN jbi-46 470 21 . . PUNCT jbi-46 471 1 to to PART jbi-46 471 2 ensure ensure VERB jbi-46 471 3 our our PRON jbi-46 471 4 sdd sdd NOUN jbi-46 471 5 documents document NOUN jbi-46 471 6 interoperate interoperate VERB jbi-46 471 7 with with ADP jbi-46 471 8 others other NOUN jbi-46 471 9 , , PUNCT jbi-46 471 10 a a DET jbi-46 471 11 conceptual conceptual ADJ jbi-46 471 12 model model NOUN jbi-46 471 13 ( ( PUNCT jbi-46 471 14 i.e. i.e. X jbi-46 471 15 , , PUNCT jbi-46 471 16 ontoglogy ontoglogy NOUN jbi-46 471 17 ) ) PUNCT jbi-46 471 18 with with SCONJ jbi-46 471 19 broad broad ADJ jbi-46 471 20 coverage coverage NOUN jbi-46 471 21 is be AUX jbi-46 471 22 indispensable indispensable ADJ jbi-46 471 23 . . PUNCT jbi-46 472 1 we we PRON jbi-46 472 2 will will AUX jbi-46 472 3 look look VERB jbi-46 472 4 into into ADP jbi-46 472 5 the the DET jbi-46 472 6 issues issue NOUN jbi-46 472 7 on on ADP jbi-46 472 8 ontology ontology NOUN jbi-46 472 9 construction construction NOUN jbi-46 472 10 and and CCONJ jbi-46 472 11 how how SCONJ jbi-46 472 12 to to PART jbi-46 472 13 use use VERB jbi-46 472 14 the the DET jbi-46 472 15 ontology ontology NOUN jbi-46 472 16 to to PART jbi-46 472 17 guide guide VERB jbi-46 472 18 the the DET jbi-46 472 19 markup markup ADJ jbi-46 472 20 practice practice NOUN jbi-46 472 21 . . PUNCT jbi-46 473 1 as as ADV jbi-46 473 2 well well ADV jbi-46 473 3 , , PUNCT jbi-46 473 4 we we PRON jbi-46 473 5 will will AUX jbi-46 473 6 conduct conduct VERB jbi-46 473 7 further further ADJ jbi-46 473 8 evaluation evaluation NOUN jbi-46 473 9 of of ADP jbi-46 473 10 the the DET jbi-46 473 11 entire entire ADJ jbi-46 473 12 system system NOUN jbi-46 473 13 from from ADP jbi-46 473 14 a a DET jbi-46 473 15 more more ADV jbi-46 473 16 user user NOUN jbi-46 473 17 - - PUNCT jbi-46 473 18 centered center VERB jbi-46 473 19 perspective perspective NOUN jbi-46 473 20 . . PUNCT jbi-46 474 1 we we PRON jbi-46 474 2 will will AUX jbi-46 474 3 examine examine VERB jbi-46 474 4 in in ADP jbi-46 474 5 a a DET jbi-46 474 6 systematic systematic ADJ jbi-46 474 7 manner manner NOUN jbi-46 474 8 the the DET jbi-46 474 9 effort effort NOUN jbi-46 474 10 required require VERB jbi-46 474 11 on on ADP jbi-46 474 12 the the DET jbi-46 474 13 user user NOUN jbi-46 474 14 ’s ’s PART jbi-46 474 15 side side NOUN jbi-46 474 16 to to PART jbi-46 474 17 mark mark VERB jbi-46 474 18 up up ADP jbi-46 474 19 a a DET jbi-46 474 20 sizeable sizeable ADJ jbi-46 474 21 collection collection NOUN jbi-46 474 22 using use VERB jbi-46 474 23 martt martt NOUN jbi-46 474 24 and and CCONJ jbi-46 474 25 its its PRON jbi-46 474 26 utilities utility NOUN jbi-46 474 27 . . PUNCT jbi-46 475 1 to to PART jbi-46 475 2 provide provide VERB jbi-46 475 3 a a DET jbi-46 475 4 comprehensive comprehensive ADJ jbi-46 475 5 and and CCONJ jbi-46 475 6 useful useful ADJ jbi-46 475 7 evaluation evaluation NOUN jbi-46 475 8 , , PUNCT jbi-46 475 9 the the DET jbi-46 475 10 author author NOUN jbi-46 475 11 is be AUX jbi-46 475 12 more more ADJ jbi-46 475 13 than than ADP jbi-46 475 14 willing willing ADJ jbi-46 475 15 to to PART jbi-46 475 16 collaborate collaborate VERB jbi-46 475 17 with with ADP jbi-46 475 18 contributors contributor NOUN jbi-46 475 19 and and CCONJ jbi-46 475 20 rights right NOUN jbi-46 475 21 - - PUNCT jbi-46 475 22 holders holder NOUN jbi-46 475 23 of of ADP jbi-46 475 24 any any DET jbi-46 475 25 taxonomic taxonomic ADJ jbi-46 475 26 collection collection NOUN jbi-46 475 27 . . PUNCT jbi-46 476 1 acknowledgments acknowledgment NOUN jbi-46 476 2 this this DET jbi-46 476 3 work work NOUN jbi-46 476 4 was be AUX jbi-46 476 5 in in ADP jbi-46 476 6 part part NOUN jbi-46 476 7 supported support VERB jbi-46 476 8 by by ADP jbi-46 476 9 an an DET jbi-46 476 10 internal internal ADJ jbi-46 476 11 research research NOUN jbi-46 476 12 grant grant NOUN jbi-46 476 13 of of ADP jbi-46 476 14 faculty faculty NOUN jbi-46 476 15 of of ADP jbi-46 476 16 information information NOUN jbi-46 476 17 and and CCONJ jbi-46 476 18 media medium NOUN jbi-46 476 19 studies study NOUN jbi-46 476 20 , , PUNCT jbi-46 476 21 university university NOUN jbi-46 476 22 of of ADP jbi-46 476 23 western western PROPN jbi-46 476 24 ontario ontario PROPN jbi-46 476 25 . . PUNCT jbi-46 477 1 the the DET jbi-46 477 2 author author NOUN jbi-46 477 3 thanks thank VERB jbi-46 477 4 the the DET jbi-46 477 5 editorial editorial ADJ jbi-46 477 6 committees committee NOUN jbi-46 477 7 and and CCONJ jbi-46 477 8 authors author NOUN jbi-46 477 9 of of ADP jbi-46 477 10 the the DET jbi-46 477 11 taxonomic taxonomic ADJ jbi-46 477 12 works work NOUN jbi-46 477 13 for for SCONJ jbi-46 477 14 the the DET jbi-46 477 15 permissions permission NOUN jbi-46 477 16 to to PART jbi-46 477 17 use use VERB jbi-46 477 18 their their PRON jbi-46 477 19 text text NOUN jbi-46 477 20 in in ADP jbi-46 477 21 this this DET jbi-46 477 22 project project NOUN jbi-46 477 23 . . PUNCT jbi-46 478 1 the the DET jbi-46 478 2 author author NOUN jbi-46 478 3 thanks thanks PROPN jbi-46 478 4 dr dr PROPN jbi-46 478 5 . . PROPN jbi-46 478 6 richard richard PROPN jbi-46 478 7 mccourt mccourt PROPN jbi-46 478 8 , , PUNCT jbi-46 478 9 dr dr PROPN jbi-46 478 10 . . PROPN jbi-46 478 11 p. p. PROPN jbi-46 478 12 bryan bryan PROPN jbi-46 479 1 heidorn heidorn PROPN jbi-46 479 2 , , PUNCT jbi-46 479 3 dr dr PROPN jbi-46 479 4 . . PROPN jbi-46 479 5 linda linda PROPN jbi-46 479 6 smith smith PROPN jbi-46 479 7 , , PUNCT jbi-46 479 8 and and CCONJ jbi-46 479 9 others other NOUN jbi-46 479 10 for for ADP jbi-46 479 11 their their PRON jbi-46 479 12 constructive constructive ADJ jbi-46 479 13 comments comment NOUN jbi-46 479 14 on on ADP jbi-46 479 15 the the DET jbi-46 479 16 design design NOUN jbi-46 479 17 and and CCONJ jbi-46 479 18 evaluation evaluation NOUN jbi-46 479 19 of of ADP jbi-46 479 20 martt martt NOUN jbi-46 479 21 and and CCONJ jbi-46 479 22 its its PRON jbi-46 479 23 utilities utility NOUN jbi-46 479 24 . . PUNCT jbi-46 480 1 the the DET jbi-46 480 2 author author NOUN jbi-46 480 3 also also ADV jbi-46 480 4 thanks thank VERB jbi-46 480 5 the the DET jbi-46 480 6 bi bi ADJ jbi-46 480 7 editor editor NOUN jbi-46 480 8 and and CCONJ jbi-46 480 9 reviewers reviewer NOUN jbi-46 480 10 for for ADP jbi-46 480 11 their their PRON jbi-46 480 12 valuable valuable ADJ jbi-46 480 13 paper paper NOUN jbi-46 480 14 revision revision NOUN jbi-46 480 15 suggestions suggestion NOUN jbi-46 480 16 . . PUNCT jbi-46 481 1 references reference NOUN jbi-46 481 2 abascal abascal ADJ jbi-46 481 3 , , PUNCT jbi-46 481 4 r. r. PROPN jbi-46 481 5 & & CCONJ jbi-46 481 6 sánchez sánchez PROPN jbi-46 481 7 . . PUNCT jbi-46 482 1 1999 1999 NUM jbi-46 482 2 . . PUNCT jbi-46 483 1 x x X jbi-46 483 2 - - PUNCT jbi-46 483 3 tract tract ADJ jbi-46 483 4 : : PUNCT jbi-46 483 5 structure structure NOUN jbi-46 483 6 extraction extraction NOUN jbi-46 483 7 from from ADP jbi-46 483 8 botanical botanical ADJ jbi-46 483 9 textual textual ADJ jbi-46 483 10 descriptions description NOUN jbi-46 483 11 . . PUNCT jbi-46 484 1 proceedings proceeding NOUN jbi-46 484 2 of of ADP jbi-46 484 3 the the DET jbi-46 484 4 string string NOUN jbi-46 484 5 processing processing NOUN jbi-46 484 6 & & CCONJ jbi-46 484 7 information information PROPN jbi-46 484 8 retrieval retrieval NOUN jbi-46 484 9 symposium symposium NOUN jbi-46 484 10 and and CCONJ jbi-46 484 11 international international ADJ jbi-46 484 12 workshop workshop NOUN jbi-46 484 13 on on ADP jbi-46 484 14 groupware groupware NOUN jbi-46 484 15 , , PUNCT jbi-46 484 16 spire spire NOUN jbi-46 484 17 / / SYM jbi-46 484 18 criwg criwg NOUN jbi-46 484 19 , , PUNCT jbi-46 484 20 pp pp ADJ jbi-46 484 21 . . PUNCT jbi-46 485 1 2 2 NUM jbi-46 485 2 - - SYM jbi-46 485 3 7 7 NUM jbi-46 485 4 . . PUNCT jbi-46 486 1 bagga bagga PROPN jbi-46 486 2 , , PUNCT jbi-46 486 3 a. a. PROPN jbi-46 486 4 , , PUNCT jbi-46 486 5 & & CCONJ jbi-46 486 6 biermann biermann PROPN jbi-46 486 7 a.w a.w PROPN jbi-46 486 8 . . PROPN jbi-46 486 9 1997 1997 NUM jbi-46 486 10 . . PUNCT jbi-46 487 1 analyzing analyze VERB jbi-46 487 2 the the DET jbi-46 487 3 complexity complexity NOUN jbi-46 487 4 of of ADP jbi-46 487 5 a a DET jbi-46 487 6 domain domain NOUN jbi-46 487 7 with with ADP jbi-46 487 8 respect respect NOUN jbi-46 487 9 to to ADP jbi-46 487 10 an an DET jbi-46 487 11 information information NOUN jbi-46 487 12 extraction extraction NOUN jbi-46 487 13 task task NOUN jbi-46 487 14 . . PUNCT jbi-46 488 1 proceedings proceeding NOUN jbi-46 488 2 of of ADP jbi-46 488 3 the the DET jbi-46 488 4 tenth tenth ADJ jbi-46 488 5 international international ADJ jbi-46 488 6 conference conference NOUN jbi-46 488 7 on on ADP jbi-46 488 8 research research NOUN jbi-46 488 9 on on ADP jbi-46 488 10 computational computational ADJ jbi-46 488 11 linguistics linguistic NOUN jbi-46 488 12 ( ( PUNCT jbi-46 488 13 rocling rocle VERB jbi-46 488 14 x x NOUN jbi-46 488 15 ) ) PUNCT jbi-46 488 16 , , PUNCT jbi-46 488 17 pp pp PROPN jbi-46 488 18 . . PUNCT jbi-46 488 19 175194 175194 NUM jbi-46 488 20 . . PUNCT jbi-46 489 1 bhl bhl PROPN jbi-46 489 2 2007 2007 NUM jbi-46 489 3 . . PUNCT jbi-46 490 1 biodiversity biodiversity NOUN jbi-46 490 2 heritage heritage NOUN jbi-46 490 3 library library NOUN jbi-46 490 4 . . PUNCT jbi-46 491 1 accessed access VERB jbi-46 491 2 10 10 NUM jbi-46 491 3 july july PROPN jbi-46 491 4 2007 2007 NUM jbi-46 491 5 from from ADP jbi-46 491 6 http://www.bhl.si.edu/. http://www.bhl.si.edu/. PROPN jbi-46 491 7 cui cui PROPN jbi-46 491 8 , , PUNCT jbi-46 491 9 h. h. PROPN jbi-46 491 10 2005a 2005a NUM jbi-46 491 11 . . PUNCT jbi-46 492 1 the the DET jbi-46 492 2 xml xml NOUN jbi-46 492 3 schema schema NOUN jbi-46 492 4 for for ADP jbi-46 492 5 martt martt NOUN jbi-46 492 6 , , PUNCT jbi-46 492 7 accessed access VERB jbi-46 492 8 10 10 NUM jbi-46 492 9 july july PROPN jbi-46 492 10 2007 2007 NUM jbi-46 492 11 from from ADP jbi-46 492 12 http://publish.uwo.ca/~hcui7/research/xmlschema.xsd http://publish.uwo.ca/~hcui7/research/xmlschema.xsd PROPN jbi-46 492 13 . . PUNCT jbi-46 492 14 cui cui PROPN jbi-46 492 15 , , PUNCT jbi-46 492 16 h. h. PROPN jbi-46 492 17 2005b 2005b PROPN jbi-46 492 18 . . PUNCT jbi-46 493 1 martt martt NOUN jbi-46 493 2 : : PUNCT jbi-46 493 3 using use VERB jbi-46 493 4 knowledge knowledge NOUN jbi-46 493 5 based base VERB jbi-46 493 6 approach approach NOUN jbi-46 493 7 to to PART jbi-46 493 8 automatically automatically ADV jbi-46 493 9 mark mark VERB jbi-46 493 10 up up ADP jbi-46 493 11 plant plant NOUN jbi-46 493 12 taxonomic taxonomic ADJ jbi-46 493 13 descriptions description NOUN jbi-46 493 14 with with ADP jbi-46 493 15 xml xml NOUN jbi-46 493 16 . . PUNCT jbi-46 494 1 proceedings proceeding NOUN jbi-46 494 2 of of ADP jbi-46 494 3 the the DET jbi-46 494 4 annual annual ADJ jbi-46 494 5 meeting meeting NOUN jbi-46 494 6 of of ADP jbi-46 494 7 american american PROPN jbi-46 494 8 association association PROPN jbi-46 494 9 of of ADP jbi-46 494 10 information information NOUN jbi-46 494 11 and and CCONJ jbi-46 494 12 technology technology NOUN jbi-46 494 13 . . PUNCT jbi-46 495 1 oct oct PROPN jbi-46 495 2 28 28 NUM jbi-46 495 3 - - PUNCT jbi-46 495 4 nov nov PROPN jbi-46 495 5 2 2 NUM jbi-46 495 6 . . SYM jbi-46 495 7 2005 2005 NUM jbi-46 495 8 charlotte charlotte PROPN jbi-46 495 9 , , PUNCT jbi-46 495 10 north north PROPN jbi-46 495 11 carolina carolina PROPN jbi-46 495 12 , , PUNCT jbi-46 495 13 usa usa PROPN jbi-46 495 14 . . PROPN jbi-46 495 15 cui cui PROPN jbi-46 495 16 , , PUNCT jbi-46 495 17 h. h. PROPN jbi-46 495 18 2005c 2005c NUM jbi-46 495 19 . . PUNCT jbi-46 496 1 automating automate VERB jbi-46 496 2 semantic semantic ADJ jbi-46 496 3 markup markup NOUN jbi-46 496 4 of of ADP jbi-46 496 5 semistructured semistructure VERB jbi-46 496 6 text text NOUN jbi-46 496 7 via via ADP jbi-46 496 8 an an DET jbi-46 496 9 induced induced ADJ jbi-46 496 10 knowledge knowledge NOUN jbi-46 496 11 base base NOUN jbi-46 496 12 : : PUNCT jbi-46 496 13 a a DET jbi-46 496 14 case case NOUN jbi-46 496 15 - - PUNCT jbi-46 496 16 study study NOUN jbi-46 496 17 using use VERB jbi-46 496 18 floras flora NOUN jbi-46 496 19 . . PUNCT jbi-46 497 1 doctoral doctoral ADJ jbi-46 497 2 dissertation dissertation NOUN jbi-46 497 3 . . PUNCT jbi-46 498 1 the the DET jbi-46 498 2 university university PROPN jbi-46 498 3 of of ADP jbi-46 498 4 illinois illinois PROPN jbi-46 498 5 at at ADP jbi-46 498 6 urbana urbana PROPN jbi-46 498 7 - - PUNCT jbi-46 498 8 champaign champaign PROPN jbi-46 498 9 . . PUNCT jbi-46 498 10 cui cui PROPN jbi-46 498 11 , , PUNCT jbi-46 498 12 h. h. PROPN jbi-46 498 13 , , PUNCT jbi-46 498 14 heidorn heidorn VERB jbi-46 498 15 , , PUNCT jbi-46 498 16 p.b p.b PROPN jbi-46 498 17 . . PROPN jbi-46 498 18 , , PUNCT jbi-46 498 19 & & CCONJ jbi-46 498 20 zhang zhang PROPN jbi-46 498 21 , , PUNCT jbi-46 498 22 h. h. PROPN jbi-46 498 23 2002 2002 NUM jbi-46 498 24 . . PUNCT jbi-46 499 1 an an DET jbi-46 499 2 approach approach NOUN jbi-46 499 3 to to ADP jbi-46 499 4 automatic automatic ADJ jbi-46 499 5 classification classification NOUN jbi-46 499 6 for for ADP jbi-46 499 7 information information NOUN jbi-46 499 8 retrieval retrieval NOUN jbi-46 499 9 . . PUNCT jbi-46 500 1 proceedings proceeding NOUN jbi-46 500 2 of of ADP jbi-46 500 3 the the DET jbi-46 500 4 joint joint ADJ jbi-46 500 5 conference conference NOUN jbi-46 500 6 of of ADP jbi-46 500 7 digital digital ADJ jbi-46 500 8 libraries library NOUN jbi-46 500 9 2002 2002 NUM jbi-46 500 10 , , PUNCT jbi-46 500 11 96 96 NUM jbi-46 500 12 - - SYM jbi-46 500 13 97 97 NUM jbi-46 500 14 . . PUNCT jbi-46 501 1 cui cui PROPN jbi-46 501 2 , , PUNCT jbi-46 501 3 h. h. PROPN jbi-46 501 4 , , PUNCT jbi-46 501 5 & & CCONJ jbi-46 501 6 heidorn heidorn PROPN jbi-46 501 7 , , PUNCT jbi-46 501 8 p.b p.b PROPN jbi-46 501 9 . . PROPN jbi-46 501 10 2007 2007 NUM jbi-46 501 11 . . PUNCT jbi-46 502 1 the the DET jbi-46 502 2 reusability reusability NOUN jbi-46 502 3 of of ADP jbi-46 502 4 induced induced ADJ jbi-46 502 5 knowledge knowledge NOUN jbi-46 502 6 for for ADP jbi-46 502 7 the the DET jbi-46 502 8 automatic automatic ADJ jbi-46 502 9 semantic semantic ADJ jbi-46 502 10 markup markup NOUN jbi-46 502 11 of of ADP jbi-46 502 12 taxonomic taxonomic ADJ jbi-46 502 13 descriptions description NOUN jbi-46 502 14 . . PUNCT jbi-46 503 1 j. j. PROPN jbi-46 503 2 am am PROPN jbi-46 503 3 . . PUNCT jbi-46 504 1 soc soc PROPN jbi-46 504 2 . . PUNCT jbi-46 505 1 inf inf PROPN jbi-46 505 2 . . PUNCT jbi-46 506 1 sci sci PROPN jbi-46 506 2 . . PROPN jbi-46 506 3 technol technol PROPN jbi-46 506 4 . . PUNCT jbi-46 507 1 58:133 58:133 NUM jbi-46 507 2 - - SYM jbi-46 507 3 149 149 NUM jbi-46 507 4 . . PUNCT jbi-46 508 1 cui cui NOUN jbi-46 508 2 – – PUNCT jbi-46 508 3 converting convert VERB jbi-46 508 4 taxonomic taxonomic ADJ jbi-46 508 5 descriptions description NOUN jbi-46 508 6 to to ADP jbi-46 508 7 new new ADJ jbi-46 508 8 digital digital ADJ jbi-46 508 9 formats format NOUN jbi-46 508 10 40 40 NUM jbi-46 508 11 dallwitz dallwitz PROPN jbi-46 508 12 , , PUNCT jbi-46 508 13 m.j m.j PROPN jbi-46 508 14 . . PROPN jbi-46 508 15 1980 1980 NUM jbi-46 508 16 . . PUNCT jbi-46 509 1 a a DET jbi-46 509 2 general general ADJ jbi-46 509 3 system system NOUN jbi-46 509 4 for for ADP jbi-46 509 5 coding code VERB jbi-46 509 6 taxonomic taxonomic ADJ jbi-46 509 7 descriptions description NOUN jbi-46 509 8 . . PUNCT jbi-46 510 1 taxon taxon ADJ jbi-46 510 2 29:41 29:41 NUM jbi-46 510 3 - - SYM jbi-46 510 4 46 46 NUM jbi-46 510 5 diggs diggs PROPN jbi-46 510 6 , , PUNCT jbi-46 510 7 g.m g.m PROPN jbi-46 510 8 , , PUNCT jbi-46 510 9 lipscomb lipscomb PROPN jbi-46 510 10 , , PUNCT jbi-46 510 11 b.l b.l PROPN jbi-46 510 12 . . PROPN jbi-46 510 13 , , PUNCT jbi-46 510 14 & & CCONJ jbi-46 510 15 o’kennon o’kennon PROPN jbi-46 510 16 r.j r.j PROPN jbi-46 510 17 . . PROPN jbi-46 510 18 1999 1999 NUM jbi-46 510 19 . . PUNCT jbi-46 511 1 shinners shinners PROPN jbi-46 511 2 & & CCONJ jbi-46 511 3 mahler mahler PROPN jbi-46 511 4 ’s ’s PART jbi-46 511 5 illustrated illustrate VERB jbi-46 511 6 flora flora NOUN jbi-46 511 7 of of ADP jbi-46 511 8 north north PROPN jbi-46 511 9 central central PROPN jbi-46 511 10 texas texas PROPN jbi-46 511 11 . . PUNCT jbi-46 512 1 center center PROPN jbi-46 512 2 for for ADP jbi-46 512 3 environmental environmental ADJ jbi-46 512 4 studies study NOUN jbi-46 512 5 and and CCONJ jbi-46 512 6 department department NOUN jbi-46 512 7 of of ADP jbi-46 512 8 biology biology NOUN jbi-46 512 9 , , PUNCT jbi-46 512 10 austin austin PROPN jbi-46 512 11 college college PROPN jbi-46 512 12 , , PUNCT jbi-46 512 13 sherman sherman PROPN jbi-46 512 14 , , PUNCT jbi-46 512 15 texas texas PROPN jbi-46 512 16 , , PUNCT jbi-46 512 17 and and CCONJ jbi-46 512 18 botanical botanical ADJ jbi-46 512 19 research research PROPN jbi-46 512 20 institute institute PROPN jbi-46 512 21 of of ADP jbi-46 512 22 texas texas PROPN jbi-46 512 23 ( ( PUNCT jbi-46 512 24 brit brit PROPN jbi-46 512 25 ) ) PUNCT jbi-46 512 26 , , PUNCT jbi-46 512 27 fort fort NOUN jbi-46 512 28 worth worth PROPN jbi-46 512 29 , , PUNCT jbi-46 512 30 texas texas PROPN jbi-46 512 31 . . PUNCT jbi-46 513 1 feist feist PROPN jbi-46 513 2 , , PUNCT jbi-46 513 3 m. m. NOUN jbi-46 513 4 , , PUNCT jbi-46 513 5 crambast crambast NOUN jbi-46 513 6 - - PUNCT jbi-46 513 7 fessard fessard NOUN jbi-46 513 8 , , PUNCT jbi-46 513 9 n. n. NOUN jbi-46 513 10 , , PUNCT jbi-46 513 11 guerlesquin guerlesquin NOUN jbi-46 513 12 , , PUNCT jbi-46 513 13 m. m. NOUN jbi-46 513 14 , , PUNCT jbi-46 513 15 karol karol PROPN jbi-46 513 16 , , PUNCT jbi-46 513 17 k. k. PROPN jbi-46 513 18 , , PUNCT jbi-46 513 19 huinan huinan PROPN jbi-46 513 20 , , PUNCT jbi-46 513 21 l. l. PROPN jbi-46 513 22 , , PUNCT jbi-46 513 23 & & CCONJ jbi-46 513 24 mccourt mccourt PROPN jbi-46 513 25 , , PUNCT jbi-46 513 26 r. r. PROPN jbi-46 513 27 m. m. PROPN jbi-46 513 28 et et PROPN jbi-46 513 29 al al PROPN jbi-46 513 30 . . PROPN jbi-46 513 31 2005 2005 NUM jbi-46 513 32 . . PUNCT jbi-46 514 1 treaties treaty NOUN jbi-46 514 2 on on ADP jbi-46 514 3 invertebrate invertebrate NOUN jbi-46 514 4 paleontology paleontology NOUN jbi-46 514 5 , , PUNCT jbi-46 514 6 part part NOUN jbi-46 514 7 b b NOUN jbi-46 514 8 : : PUNCT jbi-46 514 9 protoctista protoctista NOUN jbi-46 514 10 1 1 NUM jbi-46 514 11 volume volume NOUN jbi-46 514 12 1 1 NUM jbi-46 514 13 : : PUNCT jbi-46 514 14 charophyta charophyta VERB jbi-46 514 15 . . PUNCT jbi-46 515 1 boulder boulder PROPN jbi-46 515 2 , , PUNCT jbi-46 515 3 colorado colorado PROPN jbi-46 515 4 : : PUNCT jbi-46 515 5 geological geological ADJ jbi-46 515 6 society society NOUN jbi-46 515 7 of of ADP jbi-46 515 8 america america PROPN jbi-46 515 9 , , PUNCT jbi-46 515 10 inc inc PROPN jbi-46 515 11 . . PROPN jbi-46 515 12 & & CCONJ jbi-46 515 13 lawrence lawrence PROPN jbi-46 515 14 , , PUNCT jbi-46 515 15 kansas kansas PROPN jbi-46 515 16 : : PUNCT jbi-46 515 17 university university NOUN jbi-46 515 18 of of ADP jbi-46 515 19 kansas kansas PROPN jbi-46 515 20 . . PUNCT jbi-46 516 1 fna fna PROPN jbi-46 516 2 editorial editorial PROPN jbi-46 516 3 committee committee PROPN jbi-46 516 4 2006 2006 NUM jbi-46 516 5 . . PUNCT jbi-46 517 1 flora flora NOUN jbi-46 517 2 of of ADP jbi-46 517 3 north north PROPN jbi-46 517 4 america america PROPN jbi-46 517 5 north north PROPN jbi-46 517 6 of of ADP jbi-46 517 7 mexico mexico PROPN jbi-46 517 8 guide guide NOUN jbi-46 517 9 for for ADP jbi-46 517 10 contributors contributor NOUN jbi-46 517 11 . . PUNCT jbi-46 518 1 accessed access VERB jbi-46 518 2 july july PROPN jbi-46 518 3 10 10 NUM jbi-46 518 4 , , PUNCT jbi-46 518 5 2007 2007 NUM jbi-46 518 6 from from ADP jbi-46 518 7 http://www.fna.org/fna/guide/guide_2006.pdf http://www.fna.org/fna/guide/guide_2006.pdf PROPN jbi-46 518 8 . . PUNCT jbi-46 519 1 fna fna ADJ jbi-46 519 2 flora flora NOUN jbi-46 519 3 of of ADP jbi-46 519 4 north north PROPN jbi-46 519 5 america america PROPN jbi-46 519 6 editorial editorial PROPN jbi-46 519 7 committee committee PROPN jbi-46 519 8 . . PUNCT jbi-46 520 1 ( ( PUNCT jbi-46 520 2 eds ed NOUN jbi-46 520 3 . . PUNCT jbi-46 520 4 ) ) PUNCT jbi-46 520 5 . . PUNCT jbi-46 521 1 1993 1993 NUM jbi-46 521 2 onwards onwards ADP jbi-46 521 3 . . PUNCT jbi-46 522 1 flora flora NOUN jbi-46 522 2 of of ADP jbi-46 522 3 north north PROPN jbi-46 522 4 america america PROPN jbi-46 522 5 north north PROPN jbi-46 522 6 of of ADP jbi-46 522 7 mexico mexico PROPN jbi-46 522 8 . . PUNCT jbi-46 523 1 accessed access VERB jbi-46 523 2 july july PROPN jbi-46 523 3 10 10 NUM jbi-46 523 4 , , PUNCT jbi-46 523 5 2007 2007 NUM jbi-46 523 6 from from ADP jbi-46 523 7 http://www.fna.org/. http://www.fna.org/. ADP jbi-46 523 8 foc foc ADJ jbi-46 523 9 flora flora NOUN jbi-46 523 10 of of ADP jbi-46 523 11 china china PROPN jbi-46 523 12 editorial editorial PROPN jbi-46 523 13 committee committee NOUN jbi-46 523 14 . . PUNCT jbi-46 524 1 ( ( PUNCT jbi-46 524 2 eds ed NOUN jbi-46 524 3 . . PUNCT jbi-46 524 4 ) ) PUNCT jbi-46 524 5 . . PUNCT jbi-46 525 1 1994 1994 NUM jbi-46 525 2 onwards onwards ADP jbi-46 525 3 . . PUNCT jbi-46 526 1 flora flora NOUN jbi-46 526 2 of of ADP jbi-46 526 3 china china PROPN jbi-46 526 4 . . PUNCT jbi-46 527 1 beijing beijing PROPN jbi-46 527 2 / / SYM jbi-46 527 3 st st PROPN jbi-46 527 4 . . PROPN jbi-46 527 5 louis louis PROPN jbi-46 527 6 : : PUNCT jbi-46 527 7 science science NOUN jbi-46 527 8 press press PROPN jbi-46 527 9 / / SYM jbi-46 527 10 missouri missouri PROPN jbi-46 527 11 botanical botanical PROPN jbi-46 527 12 garden garden PROPN jbi-46 527 13 press press NOUN jbi-46 527 14 . . PUNCT jbi-46 528 1 accessed access VERB jbi-46 528 2 july july PROPN jbi-46 528 3 10 10 NUM jbi-46 528 4 , , PUNCT jbi-46 528 5 2007 2007 NUM jbi-46 528 6 from from ADP jbi-46 528 7 http://flora.huh.harvard.edu/china/. http://flora.huh.harvard.edu/china/. PROPN jbi-46 528 8 gbif gbif NOUN jbi-46 528 9 . . PUNCT jbi-46 529 1 2007 2007 NUM jbi-46 529 2 . . PUNCT jbi-46 530 1 global global ADJ jbi-46 530 2 biodiversity biodiversity NOUN jbi-46 530 3 information information NOUN jbi-46 530 4 facility facility NOUN jbi-46 530 5 accessed access VERB jbi-46 530 6 july july PROPN jbi-46 530 7 10 10 NUM jbi-46 530 8 , , PUNCT jbi-46 530 9 2007 2007 NUM jbi-46 530 10 from from ADP jbi-46 530 11 http://www.gbif.org/. http://www.gbif.org/. PROPN jbi-46 530 12 han han PROPN jbi-46 530 13 , , PUNCT jbi-46 530 14 j. j. PROPN jbi-46 530 15 & & CCONJ jbi-46 530 16 kamber kamber PROPN jbi-46 530 17 , , PUNCT jbi-46 530 18 m. m. NOUN jbi-46 530 19 2000 2000 NUM jbi-46 530 20 . . PUNCT jbi-46 531 1 data datum NOUN jbi-46 531 2 mining mining NOUN jbi-46 531 3 : : PUNCT jbi-46 531 4 concepts concept NOUN jbi-46 531 5 and and CCONJ jbi-46 531 6 techniques technique NOUN jbi-46 531 7 . . PUNCT jbi-46 532 1 morgan morgan PROPN jbi-46 532 2 kaufmann kaufmann PROPN jbi-46 532 3 publishers publishers PROPN jbi-46 532 4 . . PUNCT jbi-46 533 1 kirkup kirkup PROPN jbi-46 533 2 , , PUNCT jbi-46 533 3 d. d. PROPN jbi-46 533 4 , , PUNCT jbi-46 533 5 malcolm malcolm PROPN jbi-46 533 6 , , PUNCT jbi-46 533 7 p. p. PROPN jbi-46 533 8 , , PUNCT jbi-46 533 9 christian christian PROPN jbi-46 533 10 , , PUNCT jbi-46 533 11 g. g. PROPN jbi-46 533 12 , , PUNCT jbi-46 533 13 & & CCONJ jbi-46 533 14 paton paton PROPN jbi-46 533 15 , , PUNCT jbi-46 533 16 a. a. NOUN jbi-46 533 17 2005 2005 NUM jbi-46 533 18 . . PUNCT jbi-46 534 1 towards towards ADP jbi-46 534 2 a a DET jbi-46 534 3 digital digital ADJ jbi-46 534 4 african african ADJ jbi-46 534 5 flora flora NOUN jbi-46 534 6 . . PUNCT jbi-46 535 1 taxon taxon ADJ jbi-46 535 2 54:457 54:457 NUM jbi-46 535 3 - - SYM jbi-46 535 4 466 466 NUM jbi-46 535 5 . . PUNCT jbi-46 536 1 koning koning PROPN jbi-46 536 2 , , PUNCT jbi-46 536 3 d. d. PROPN jbi-46 536 4 , , PUNCT jbi-46 536 5 sarkar sarkar PROPN jbi-46 536 6 , , PUNCT jbi-46 536 7 i.n i.n PROPN jbi-46 536 8 . . PROPN jbi-46 536 9 , , PUNCT jbi-46 536 10 & & CCONJ jbi-46 536 11 moritz moritz PROPN jbi-46 536 12 , , PUNCT jbi-46 536 13 t t PROPN jbi-46 536 14 2005 2005 NUM jbi-46 536 15 . . PUNCT jbi-46 537 1 taxongrab taxongrab NOUN jbi-46 537 2 : : PUNCT jbi-46 537 3 extracting extract VERB jbi-46 537 4 taxonomic taxonomic ADJ jbi-46 537 5 names name NOUN jbi-46 537 6 from from ADP jbi-46 537 7 text text NOUN jbi-46 537 8 . . PUNCT jbi-46 538 1 biodiv biodiv PROPN jbi-46 538 2 . . PUNCT jbi-46 538 3 inf inf PROPN jbi-46 538 4 . . PUNCT jbi-46 539 1 2:79 2:79 NUM jbi-46 539 2 - - SYM jbi-46 539 3 82 82 NUM jbi-46 539 4 . . PUNCT jbi-46 540 1 lydon lydon PROPN jbi-46 540 2 , , PUNCT jbi-46 540 3 s.j s.j PROPN jbi-46 540 4 . . PROPN jbi-46 540 5 , , PUNCT jbi-46 540 6 wood wood NOUN jbi-46 540 7 , , PUNCT jbi-46 540 8 m. m. NOUN jbi-46 540 9 m. m. NOUN jbi-46 540 10 , , PUNCT jbi-46 540 11 huxley huxley PROPN jbi-46 540 12 , , PUNCT jbi-46 540 13 r. r. PROPN jbi-46 540 14 , , PUNCT jbi-46 540 15 & & CCONJ jbi-46 540 16 sutton sutton PROPN jbi-46 540 17 , , PUNCT jbi-46 540 18 d. d. PROPN jbi-46 540 19 2003 2003 NUM jbi-46 540 20 . . PUNCT jbi-46 541 1 data datum NOUN jbi-46 541 2 patterns pattern NOUN jbi-46 541 3 in in ADP jbi-46 541 4 multiple multiple ADJ jbi-46 541 5 botanical botanical ADJ jbi-46 541 6 descriptions description NOUN jbi-46 541 7 : : PUNCT jbi-46 541 8 implications implication NOUN jbi-46 541 9 for for ADP jbi-46 541 10 automatic automatic ADJ jbi-46 541 11 processing processing NOUN jbi-46 541 12 of of ADP jbi-46 541 13 legacy legacy NOUN jbi-46 541 14 data datum NOUN jbi-46 541 15 . . PUNCT jbi-46 542 1 syst syst PROPN jbi-46 542 2 . . PUNCT jbi-46 543 1 biodiv biodiv PROPN jbi-46 543 2 . . PUNCT jbi-46 544 1 1:151 1:151 NUM jbi-46 544 2 - - SYM jbi-46 544 3 157 157 NUM jbi-46 544 4 . . PUNCT jbi-46 545 1 mccallum mccallum PROPN jbi-46 545 2 , , PUNCT jbi-46 545 3 a.k a.k PROPN jbi-46 545 4 . . PROPN jbi-46 545 5 1996 1996 NUM jbi-46 545 6 . . PUNCT jbi-46 546 1 bow bow NOUN jbi-46 546 2 : : PUNCT jbi-46 546 3 a a DET jbi-46 546 4 toolkit toolkit NOUN jbi-46 546 5 for for ADP jbi-46 546 6 statistical statistical ADJ jbi-46 546 7 language language NOUN jbi-46 546 8 modeling modeling NOUN jbi-46 546 9 , , PUNCT jbi-46 546 10 text text NOUN jbi-46 546 11 retrieval retrieval NOUN jbi-46 546 12 , , PUNCT jbi-46 546 13 classification classification NOUN jbi-46 546 14 and and CCONJ jbi-46 546 15 clustering clustering NOUN jbi-46 546 16 . . PUNCT jbi-46 547 1 accessed access VERB jbi-46 547 2 april april PROPN jbi-46 547 3 20 20 NUM jbi-46 547 4 , , PUNCT jbi-46 547 5 2003 2003 NUM jbi-46 547 6 . . PUNCT jbi-46 548 1 http://www.cs.cmu.edu/~mccallum/bow http://www.cs.cmu.edu/~mccallum/bow PROPN jbi-46 548 2 . . PUNCT jbi-46 549 1 mitchell mitchell PROPN jbi-46 549 2 , , PUNCT jbi-46 549 3 t. t. PROPN jbi-46 549 4 1997 1997 NUM jbi-46 549 5 . . PUNCT jbi-46 550 1 machine machine NOUN jbi-46 550 2 learning learning NOUN jbi-46 550 3 . . PUNCT jbi-46 551 1 mcgraw mcgraw PROPN jbi-46 551 2 hill hill PROPN jbi-46 551 3 : : PUNCT jbi-46 552 1 new new PROPN jbi-46 552 2 york york PROPN jbi-46 552 3 , , PUNCT jbi-46 552 4 ny ny PROPN jbi-46 552 5 . . PROPN jbi-46 552 6 radford radford PROPN jbi-46 552 7 , , PUNCT jbi-46 552 8 a.e a.e PROPN jbi-46 552 9 . . PROPN jbi-46 552 10 1986 1986 NUM jbi-46 552 11 . . PUNCT jbi-46 553 1 fundamentals fundamental NOUN jbi-46 553 2 of of ADP jbi-46 553 3 plant plant NOUN jbi-46 553 4 systematics systematic NOUN jbi-46 553 5 . . PUNCT jbi-46 554 1 harper harper PROPN jbi-46 554 2 & & CCONJ jbi-46 554 3 row row PROPN jbi-46 554 4 , , PUNCT jbi-46 554 5 publishers publisher NOUN jbi-46 554 6 , , PUNCT jbi-46 554 7 inc inc PROPN jbi-46 554 8 . . PROPN jbi-46 554 9 : : PUNCT jbi-46 554 10 new new PROPN jbi-46 554 11 york york PROPN jbi-46 554 12 , , PUNCT jbi-46 554 13 ny ny PROPN jbi-46 554 14 . . PROPN jbi-46 554 15 sautter sautter PROPN jbi-46 554 16 , , PUNCT jbi-46 554 17 g. g. PROPN jbi-46 554 18 , , PUNCT jbi-46 554 19 agosti agosti PROPN jbi-46 554 20 , , PUNCT jbi-46 554 21 d. d. PROPN jbi-46 554 22 , , PUNCT jbi-46 554 23 & & CCONJ jbi-46 554 24 böhm böhm PROPN jbi-46 554 25 , , PUNCT jbi-46 554 26 k. k. PROPN jbi-46 554 27 2007 2007 NUM jbi-46 554 28 . . PUNCT jbi-46 555 1 semiautomated semiautomate VERB jbi-46 555 2 xml xml NOUN jbi-46 555 3 markup markup NOUN jbi-46 555 4 of of ADP jbi-46 555 5 biosystematics biosystematic NOUN jbi-46 555 6 legacy legacy PROPN jbi-46 555 7 literature literature NOUN jbi-46 555 8 with with ADP jbi-46 555 9 the the DET jbi-46 555 10 goldengate goldengate NOUN jbi-46 555 11 editor editor NOUN jbi-46 555 12 , , PUNCT jbi-46 555 13 proceedings proceeding NOUN jbi-46 555 14 of of ADP jbi-46 555 15 psb psb PROPN jbi-46 555 16 2007 2007 NUM jbi-46 555 17 , , PUNCT jbi-46 555 18 wailea wailea PROPN jbi-46 555 19 , , PUNCT jbi-46 555 20 hi hi PROPN jbi-46 555 21 , , PUNCT jbi-46 555 22 usa usa PROPN jbi-46 555 23 . . PROPN jbi-46 555 24 accessed access VERB jbi-46 555 25 july july PROPN jbi-46 555 26 10 10 NUM jbi-46 555 27 , , PUNCT jbi-46 555 28 2007 2007 NUM jbi-46 555 29 from from ADP jbi-46 555 30 http://psb.stanford.edu/psbonline/proceedings/psb07/sautter.pdf http://psb.stanford.edu/psbonline/proceedings/psb07/sautter.pdf PROPN jbi-46 555 31 . . PUNCT jbi-46 556 1 sautter sautter PROPN jbi-46 556 2 , , PUNCT jbi-46 556 3 g. g. PROPN jbi-46 556 4 , , PUNCT jbi-46 556 5 agosti agosti PROPN jbi-46 556 6 , , PUNCT jbi-46 556 7 d. d. PROPN jbi-46 556 8 , , PUNCT jbi-46 556 9 & & CCONJ jbi-46 556 10 böhm böhm PROPN jbi-46 556 11 , , PUNCT jbi-46 556 12 k. k. PROPN jbi-46 556 13 2006 2006 NUM jbi-46 556 14 . . PUNCT jbi-46 557 1 a a DET jbi-46 557 2 combining combine VERB jbi-46 557 3 approach approach NOUN jbi-46 557 4 to to PART jbi-46 557 5 find find VERB jbi-46 557 6 all all DET jbi-46 557 7 taxon taxon ADJ jbi-46 557 8 names name NOUN jbi-46 557 9 ( ( PUNCT jbi-46 557 10 fat fat NOUN jbi-46 557 11 ) ) PUNCT jbi-46 557 12 . . PUNCT jbi-46 558 1 biodiv biodiv PROPN jbi-46 558 2 . . PUNCT jbi-46 558 3 inf inf PROPN jbi-46 558 4 . . PUNCT jbi-46 559 1 3:46 3:46 NUM jbi-46 559 2 - - SYM jbi-46 559 3 58 58 NUM jbi-46 559 4 . . PUNCT jbi-46 560 1 taylor taylor PROPN jbi-46 560 2 , , PUNCT jbi-46 560 3 a.1995 a.1995 PROPN jbi-46 560 4 . . PUNCT jbi-46 561 1 extracting extract VERB jbi-46 561 2 knowledge knowledge NOUN jbi-46 561 3 from from ADP jbi-46 561 4 biological biological ADJ jbi-46 561 5 descriptions description NOUN jbi-46 561 6 . . PUNCT jbi-46 562 1 proceedings proceeding NOUN jbi-46 562 2 of of ADP jbi-46 562 3 2nd 2nd ADJ jbi-46 562 4 international international ADJ jbi-46 562 5 conference conference NOUN jbi-46 562 6 on on ADP jbi-46 562 7 building build VERB jbi-46 562 8 and and CCONJ jbi-46 562 9 sharing share VERB jbi-46 562 10 very very ADV jbi-46 562 11 largescale largescale ADJ jbi-46 562 12 knowledge knowledge NOUN jbi-46 562 13 bases basis NOUN jbi-46 562 14 . . PUNCT jbi-46 563 1 pp114 pp114 PROPN jbi-46 563 2 - - SYM jbi-46 563 3 119 119 NUM jbi-46 563 4 , , PUNCT jbi-46 563 5 enschede enschede PROPN jbi-46 563 6 , , PUNCT jbi-46 563 7 the the DET jbi-46 563 8 netherlands netherlands PROPN jbi-46 563 9 , , PUNCT jbi-46 563 10 april april PROPN jbi-46 563 11 . . PUNCT jbi-46 564 1 vanel vanel PROPN jbi-46 564 2 , , PUNCT jbi-46 564 3 j.-m j.-m NOUN jbi-46 564 4 . . PUNCT jbi-46 565 1 2004 2004 NUM jbi-46 565 2 . . PUNCT jbi-46 566 1 worldwide worldwide ADJ jbi-46 566 2 botanical botanical ADJ jbi-46 566 3 knowledge knowledge NOUN jbi-46 566 4 base base NOUN jbi-46 566 5 . . PUNCT jbi-46 567 1 accessed access VERB jbi-46 567 2 july july PROPN jbi-46 567 3 5 5 NUM jbi-46 567 4 , , PUNCT jbi-46 567 5 2007 2007 NUM jbi-46 567 6 from from ADP jbi-46 567 7 http://wwbota.free.fr/. http://wwbota.free.fr/. NOUN jbi-46 567 8 witten witten PROPN jbi-46 567 9 , , PUNCT jbi-46 567 10 i.h i.h PROPN jbi-46 567 11 . . PROPN jbi-46 567 12 , , PUNCT jbi-46 567 13 mcnab mcnab PROPN jbi-46 567 14 , , PUNCT jbi-46 567 15 r.j r.j PROPN jbi-46 567 16 . . PROPN jbi-46 567 17 , , PUNCT jbi-46 567 18 boddie boddie PROPN jbi-46 567 19 , , PUNCT jbi-46 567 20 s.j s.j PROPN jbi-46 567 21 . . PROPN jbi-46 567 22 & & CCONJ jbi-46 567 23 bainbridge bainbridge PROPN jbi-46 567 24 , , PUNCT jbi-46 567 25 d. d. PROPN jbi-46 567 26 2000 2000 NUM jbi-46 567 27 . . PUNCT jbi-46 568 1 greenstone greenstone NOUN jbi-46 568 2 : : PUNCT jbi-46 568 3 a a DET jbi-46 568 4 comprehensive comprehensive ADJ jbi-46 568 5 opensource opensource NOUN jbi-46 568 6 digital digital PROPN jbi-46 568 7 library library NOUN jbi-46 568 8 software software NOUN jbi-46 568 9 system system NOUN jbi-46 568 10 . . PUNCT jbi-46 569 1 proceedings proceeding NOUN jbi-46 569 2 of of ADP jbi-46 569 3 digital digital ADJ jbi-46 569 4 libraries library NOUN jbi-46 569 5 2000 2000 NUM jbi-46 569 6 , , PUNCT jbi-46 569 7 pp pp ADJ jbi-46 569 8 . . PUNCT jbi-46 570 1 113 113 NUM jbi-46 570 2 - - SYM jbi-46 570 3 121 121 NUM jbi-46 570 4 , , PUNCT jbi-46 570 5 san san PROPN jbi-46 570 6 antonio antonio PROPN jbi-46 570 7 , , PUNCT jbi-46 570 8 texas texas PROPN jbi-46 570 9 , , PUNCT jbi-46 570 10 june june PROPN jbi-46 570 11 . . PUNCT jbi-46 571 1 wood wood PROPN jbi-46 571 2 , , PUNCT jbi-46 571 3 m. m. NOUN jbi-46 571 4 , , PUNCT jbi-46 571 5 lydon lydon PROPN jbi-46 571 6 , , PUNCT jbi-46 571 7 s. s. PROPN jbi-46 571 8 , , PUNCT jbi-46 571 9 tablan tablan NOUN jbi-46 571 10 , , PUNCT jbi-46 571 11 v. v. PROPN jbi-46 571 12 , , PUNCT jbi-46 571 13 maynard maynard PROPN jbi-46 571 14 , , PUNCT jbi-46 571 15 d. d. PROPN jbi-46 571 16 & & CCONJ jbi-46 571 17 cunningham cunningham PROPN jbi-46 571 18 , , PUNCT jbi-46 571 19 h. h. PROPN jbi-46 571 20 2004 2004 NUM jbi-46 571 21 . . PUNCT jbi-46 572 1 populating populate VERB jbi-46 572 2 a a DET jbi-46 572 3 database database NOUN jbi-46 572 4 from from ADP jbi-46 572 5 parallel parallel ADJ jbi-46 572 6 texts text NOUN jbi-46 572 7 using use VERB jbi-46 572 8 ontology ontology NOUN jbi-46 572 9 - - PUNCT jbi-46 572 10 based base VERB jbi-46 572 11 information information NOUN jbi-46 572 12 extraction extraction NOUN jbi-46 572 13 . . PUNCT jbi-46 573 1 proceedings proceeding NOUN jbi-46 573 2 of of ADP jbi-46 573 3 natural natural ADJ jbi-46 573 4 language language NOUN jbi-46 573 5 processing processing NOUN jbi-46 573 6 and and CCONJ jbi-46 573 7 information information NOUN jbi-46 573 8 systems system NOUN jbi-46 573 9 , , PUNCT jbi-46 573 10 9th 9th ADJ jbi-46 573 11 international international ADJ jbi-46 573 12 conference conference NOUN jbi-46 573 13 on on ADP jbi-46 573 14 applications application NOUN jbi-46 573 15 of of ADP jbi-46 573 16 natural natural ADJ jbi-46 573 17 languages language NOUN jbi-46 573 18 to to ADP jbi-46 573 19 information information NOUN jbi-46 573 20 systems system NOUN jbi-46 573 21 . . PUNCT jbi-46 574 1 pp.254264 pp.254264 ADJ jbi-46 574 2 , , PUNCT jbi-46 574 3 salford salford NOUN jbi-46 574 4 , , PUNCT jbi-46 574 5 uk uk PROPN jbi-46 574 6 , , PUNCT jbi-46 574 7 june june PROPN jbi-46 574 8 . . PUNCT