id sid tid token lemma pos bracis-33564 1 1 beyond beyond ADP bracis-33564 1 2 audio audio ADJ bracis-33564 1 3 signals signal NOUN bracis-33564 1 4 : : PUNCT bracis-33564 1 5 generative generative ADJ bracis-33564 1 6 model model NOUN bracis-33564 1 7 - - PUNCT bracis-33564 1 8 based base VERB bracis-33564 1 9 speaker speaker NOUN bracis-33564 1 10 diarization diarization NOUN bracis-33564 1 11 in in ADP bracis-33564 1 12     SPACE bracis-33564 1 13 portuguese portuguese ADJ bracis-33564 1 14 | | ADV bracis-33564 1 15 springer springer NOUN bracis-33564 1 16 nature nature PROPN bracis-33564 1 17 link link PROPN bracis-33564 1 18 ( ( PUNCT bracis-33564 1 19 formerly formerly ADV bracis-33564 1 20 springerlink springerlink NOUN bracis-33564 1 21 ) ) PUNCT bracis-33564 1 22 skip skip VERB bracis-33564 1 23 to to ADP bracis-33564 1 24 main main ADJ bracis-33564 1 25 content content NOUN bracis-33564 1 26 advertisement advertisement NOUN bracis-33564 1 27 log log NOUN bracis-33564 1 28 in in ADP bracis-33564 1 29 menu menu NOUN bracis-33564 1 30 find find VERB bracis-33564 1 31 a a DET bracis-33564 1 32 journal journal NOUN bracis-33564 1 33 publish publish VERB bracis-33564 1 34 with with ADP bracis-33564 1 35 us we PRON bracis-33564 1 36 track track VERB bracis-33564 1 37 your your PRON bracis-33564 1 38 research research NOUN bracis-33564 1 39 search search NOUN bracis-33564 1 40 cart cart NOUN bracis-33564 1 41 home home NOUN bracis-33564 1 42 intelligent intelligent ADJ bracis-33564 1 43 systems system NOUN bracis-33564 1 44 conference conference NOUN bracis-33564 1 45 paper paper NOUN bracis-33564 1 46 beyond beyond ADP bracis-33564 1 47 audio audio ADJ bracis-33564 1 48 signals signal NOUN bracis-33564 1 49 : : PUNCT bracis-33564 1 50 generative generative ADJ bracis-33564 1 51 model model NOUN bracis-33564 1 52 - - PUNCT bracis-33564 1 53 based base VERB bracis-33564 1 54 speaker speaker NOUN bracis-33564 1 55 diarization diarization NOUN bracis-33564 1 56 in in ADP bracis-33564 1 57     SPACE bracis-33564 1 58 portuguese portuguese ADJ bracis-33564 1 59 conference conference NOUN bracis-33564 1 60 paper paper NOUN bracis-33564 1 61 first first ADV bracis-33564 1 62 online online ADV bracis-33564 1 63 : : PUNCT bracis-33564 1 64 30 30 NUM bracis-33564 1 65 january january NOUN bracis-33564 1 66 2025 2025 NUM bracis-33564 1 67 pp pp NUM bracis-33564 1 68 247–259 247–259 NUM bracis-33564 1 69 cite cite VERB bracis-33564 1 70 this this DET bracis-33564 1 71 conference conference NOUN bracis-33564 1 72 paper paper NOUN bracis-33564 1 73 access access NOUN bracis-33564 1 74 provided provide VERB bracis-33564 1 75 by by ADP bracis-33564 1 76 university university PROPN bracis-33564 1 77 of of ADP bracis-33564 1 78 notre notre PROPN bracis-33564 1 79 dame dame PROPN bracis-33564 1 80 hesburgh hesburgh PROPN bracis-33564 1 81 library library PROPN bracis-33564 1 82 download download PROPN bracis-33564 1 83 book book NOUN bracis-33564 1 84 pdf pdf PROPN bracis-33564 1 85 download download NOUN bracis-33564 1 86 book book NOUN bracis-33564 1 87 epub epub PROPN bracis-33564 1 88 intelligent intelligent ADJ bracis-33564 1 89 systems system NOUN bracis-33564 1 90 ( ( PUNCT bracis-33564 1 91 bracis bracis NOUN bracis-33564 1 92 2024 2024 NUM bracis-33564 1 93 ) ) PUNCT bracis-33564 1 94 beyond beyond ADP bracis-33564 1 95 audio audio ADJ bracis-33564 1 96 signals signal NOUN bracis-33564 1 97 : : PUNCT bracis-33564 1 98 generative generative ADJ bracis-33564 1 99 model model NOUN bracis-33564 1 100 - - PUNCT bracis-33564 1 101 based base VERB bracis-33564 1 102 speaker speaker NOUN bracis-33564 1 103 diarization diarization NOUN bracis-33564 1 104 in in ADP bracis-33564 1 105     SPACE bracis-33564 1 106 portuguese portuguese ADJ bracis-33564 1 107 download download NOUN bracis-33564 1 108 book book NOUN bracis-33564 1 109 pdf pdf PROPN bracis-33564 1 110 download download NOUN bracis-33564 1 111 book book PROPN bracis-33564 1 112 epub epub PROPN bracis-33564 1 113 antônio antônio PROPN bracis-33564 1 114 oss oss PROPN bracis-33564 1 115 boll boll PROPN bracis-33564 1 116     SPACE bracis-33564 1 117 orcid orcid NOUN bracis-33564 1 118 : : PUNCT bracis-33564 1 119 orcid.org/0009-0004-5440-61269 orcid.org/0009-0004-5440-61269 NOUN bracis-33564 1 120 , , PUNCT bracis-33564 1 121 letícia letícia PROPN bracis-33564 1 122 maria maria PROPN bracis-33564 1 123 puttlitz puttlitz PROPN bracis-33564 1 124     SPACE bracis-33564 1 125 orcid orcid NOUN bracis-33564 1 126 : : PUNCT bracis-33564 1 127 orcid.org/0009-0002-0313-10179 orcid.org/0009-0002-0313-10179 NOUN bracis-33564 1 128 , , PUNCT bracis-33564 1 129 heloísa heloísa NOUN bracis-33564 1 130 oss oss PROPN bracis-33564 1 131 boll boll NOUN bracis-33564 1 132     SPACE bracis-33564 1 133 orcid orcid PROPN bracis-33564 1 134 : : PUNCT bracis-33564 1 135 orcid.org/0000-0001-8121-200210 orcid.org/0000-0001-8121-200210 NOUN bracis-33564 1 136 & & CCONJ bracis-33564 1 137 … … PUNCT bracis-33564 1 138 rodrigo rodrigo PROPN bracis-33564 1 139 mor mor PROPN bracis-33564 1 140 malossi malossi PROPN bracis-33564 1 141     SPACE bracis-33564 1 142 orcid orcid NOUN bracis-33564 1 143 : : PUNCT bracis-33564 1 144 orcid.org/0000-0002-3100-007610 orcid.org/0000-0002-3100-007610 PROPN bracis-33564 1 145     SPACE bracis-33564 1 146 show show VERB bracis-33564 1 147 authors author NOUN bracis-33564 1 148 part part NOUN bracis-33564 1 149 of of ADP bracis-33564 1 150 the the DET bracis-33564 1 151 book book NOUN bracis-33564 1 152 series series NOUN bracis-33564 1 153 : : PUNCT bracis-33564 1 154 lecture lecture NOUN bracis-33564 1 155 notes note NOUN bracis-33564 1 156 in in ADP bracis-33564 1 157 computer computer NOUN bracis-33564 1 158 science science NOUN bracis-33564 1 159 ( ( PUNCT bracis-33564 1 160 ( ( PUNCT bracis-33564 1 161 lnai lnai ADJ bracis-33564 1 162 , , PUNCT bracis-33564 1 163 volume volume NOUN bracis-33564 1 164 15412 15412 NUM bracis-33564 1 165 ) ) PUNCT bracis-33564 1 166 ) ) PUNCT bracis-33564 1 167 included include VERB bracis-33564 1 168 in in ADP bracis-33564 1 169 the the DET bracis-33564 1 170 following follow VERB bracis-33564 1 171 conference conference NOUN bracis-33564 1 172 series series NOUN bracis-33564 1 173 : : PUNCT bracis-33564 1 174 brazilian brazilian ADJ bracis-33564 1 175 conference conference NOUN bracis-33564 1 176 on on ADP bracis-33564 1 177 intelligent intelligent ADJ bracis-33564 1 178 systems system NOUN bracis-33564 1 179 499 499 NUM bracis-33564 1 180 accesses access NOUN bracis-33564 1 181 abstract abstract ADJ bracis-33564 1 182 speaker speaker NOUN bracis-33564 1 183 diarization diarization NOUN bracis-33564 1 184 , , PUNCT bracis-33564 1 185 the the DET bracis-33564 1 186 task task NOUN bracis-33564 1 187 of of ADP bracis-33564 1 188 automatically automatically ADV bracis-33564 1 189 identifying identify VERB bracis-33564 1 190 different different ADJ bracis-33564 1 191 speakers speaker NOUN bracis-33564 1 192 in in ADP bracis-33564 1 193 audio audio NOUN bracis-33564 1 194 and and CCONJ bracis-33564 1 195 video video NOUN bracis-33564 1 196 , , PUNCT bracis-33564 1 197 is be AUX bracis-33564 1 198 frequently frequently ADV bracis-33564 1 199 performed perform VERB bracis-33564 1 200 using use VERB bracis-33564 1 201 probabilistic probabilistic ADJ bracis-33564 1 202 models model NOUN bracis-33564 1 203 and and CCONJ bracis-33564 1 204 deep deep ADJ bracis-33564 1 205 learning learning NOUN bracis-33564 1 206 techniques technique NOUN bracis-33564 1 207 . . PUNCT bracis-33564 2 1 however however ADV bracis-33564 2 2 , , PUNCT bracis-33564 2 3 existing exist VERB bracis-33564 2 4 methods method NOUN bracis-33564 2 5 usually usually ADV bracis-33564 2 6 rely rely VERB bracis-33564 2 7 on on ADP bracis-33564 2 8 direct direct ADJ bracis-33564 2 9 analysis analysis NOUN bracis-33564 2 10 of of ADP bracis-33564 2 11 the the DET bracis-33564 2 12 audio audio ADJ bracis-33564 2 13 signal signal NOUN bracis-33564 2 14 , , PUNCT bracis-33564 2 15 which which PRON bracis-33564 2 16 presents present VERB bracis-33564 2 17 challenges challenge NOUN bracis-33564 2 18 for for ADP bracis-33564 2 19 languages language NOUN bracis-33564 2 20 that that PRON bracis-33564 2 21 lack lack VERB bracis-33564 2 22 established establish VERB bracis-33564 2 23 diarization diarization NOUN bracis-33564 2 24 methodologies methodology NOUN bracis-33564 2 25 , , PUNCT bracis-33564 2 26 such such ADJ bracis-33564 2 27 as as ADP bracis-33564 2 28 portuguese portuguese ADJ bracis-33564 2 29 . . PUNCT bracis-33564 3 1 in in ADP bracis-33564 3 2 this this DET bracis-33564 3 3 article article NOUN bracis-33564 3 4 , , PUNCT bracis-33564 3 5 we we PRON bracis-33564 3 6 propose propose VERB bracis-33564 3 7 a a DET bracis-33564 3 8 new new ADJ bracis-33564 3 9 approach approach NOUN bracis-33564 3 10 to to ADP bracis-33564 3 11 speaker speaker NOUN bracis-33564 3 12 diarization diarization NOUN bracis-33564 3 13 that that PRON bracis-33564 3 14 leverages leverage VERB bracis-33564 3 15 generative generative ADJ bracis-33564 3 16 models model NOUN bracis-33564 3 17 for for ADP bracis-33564 3 18 automatic automatic ADJ bracis-33564 3 19 speaker speaker NOUN bracis-33564 3 20 identification identification NOUN bracis-33564 3 21 in in ADP bracis-33564 3 22 portuguese portuguese PROPN bracis-33564 3 23 . . PUNCT bracis-33564 4 1 we we PRON bracis-33564 4 2 employed employ VERB bracis-33564 4 3 two two NUM bracis-33564 4 4 generative generative ADJ bracis-33564 4 5 models model NOUN bracis-33564 4 6 : : PUNCT bracis-33564 4 7 one one NUM bracis-33564 4 8 for for ADP bracis-33564 4 9 refining refine VERB bracis-33564 4 10 the the DET bracis-33564 4 11 transcribed transcribe VERB bracis-33564 4 12 audio audio NOUN bracis-33564 4 13 and and CCONJ bracis-33564 4 14 another another PRON bracis-33564 4 15 for for ADP bracis-33564 4 16 performing perform VERB bracis-33564 4 17 the the DET bracis-33564 4 18 diarization diarization NOUN bracis-33564 4 19 task task NOUN bracis-33564 4 20 , , PUNCT bracis-33564 4 21 as as ADV bracis-33564 4 22 well well ADV bracis-33564 4 23 as as ADP bracis-33564 4 24 a a DET bracis-33564 4 25 model model NOUN bracis-33564 4 26 for for ADP bracis-33564 4 27 initially initially ADV bracis-33564 4 28 transcribing transcribe VERB bracis-33564 4 29 the the DET bracis-33564 4 30 audio audio NOUN bracis-33564 4 31 . . PUNCT bracis-33564 5 1 our our PRON bracis-33564 5 2 method method NOUN bracis-33564 5 3 simplifies simplify VERB bracis-33564 5 4 the the DET bracis-33564 5 5 diarization diarization NOUN bracis-33564 5 6 process process NOUN bracis-33564 5 7 by by ADP bracis-33564 5 8 capturing capture VERB bracis-33564 5 9 and and CCONJ bracis-33564 5 10 analyzing analyze VERB bracis-33564 5 11 speaker speaker NOUN bracis-33564 5 12 style style NOUN bracis-33564 5 13 patterns pattern NOUN bracis-33564 5 14 from from ADP bracis-33564 5 15 transcribed transcribe VERB bracis-33564 5 16 audio audio NOUN bracis-33564 5 17 and and CCONJ bracis-33564 5 18 achieves achieve VERB bracis-33564 5 19 high high ADJ bracis-33564 5 20 accuracy accuracy NOUN bracis-33564 5 21 without without ADP bracis-33564 5 22 depending depend VERB bracis-33564 5 23 on on ADP bracis-33564 5 24 direct direct ADJ bracis-33564 5 25 signal signal NOUN bracis-33564 5 26 analysis analysis NOUN bracis-33564 5 27 . . PUNCT bracis-33564 6 1 this this DET bracis-33564 6 2 approach approach NOUN bracis-33564 6 3 not not PART bracis-33564 6 4 only only ADV bracis-33564 6 5 increases increase VERB bracis-33564 6 6 the the DET bracis-33564 6 7 effectiveness effectiveness NOUN bracis-33564 6 8 of of ADP bracis-33564 6 9 speaker speaker NOUN bracis-33564 6 10 identification identification NOUN bracis-33564 6 11 but but CCONJ bracis-33564 6 12 also also ADV bracis-33564 6 13 extends extend VERB bracis-33564 6 14 the the DET bracis-33564 6 15 usefulness usefulness NOUN bracis-33564 6 16 of of ADP bracis-33564 6 17 generative generative ADJ bracis-33564 6 18 models model NOUN bracis-33564 6 19 to to ADP bracis-33564 6 20 new new ADJ bracis-33564 6 21 domains domain NOUN bracis-33564 6 22 . . PUNCT bracis-33564 7 1 it it PRON bracis-33564 7 2 opens open VERB bracis-33564 7 3 a a DET bracis-33564 7 4 new new ADJ bracis-33564 7 5 perspective perspective NOUN bracis-33564 7 6 for for ADP bracis-33564 7 7 diarization diarization NOUN bracis-33564 7 8 research research NOUN bracis-33564 7 9 , , PUNCT bracis-33564 7 10 especially especially ADV bracis-33564 7 11 for for ADP bracis-33564 7 12 the the DET bracis-33564 7 13 development development NOUN bracis-33564 7 14 of of ADP bracis-33564 7 15 accurate accurate ADJ bracis-33564 7 16 systems system NOUN bracis-33564 7 17 for for ADP bracis-33564 7 18 under under ADV bracis-33564 7 19 - - PUNCT bracis-33564 7 20 researched research VERB bracis-33564 7 21 languages language NOUN bracis-33564 7 22 in in ADP bracis-33564 7 23 audio audio ADJ bracis-33564 7 24 and and CCONJ bracis-33564 7 25 video video NOUN bracis-33564 7 26 applications application NOUN bracis-33564 7 27 . . PUNCT bracis-33564 8 1 access access NOUN bracis-33564 8 2 provided provide VERB bracis-33564 8 3 by by ADP bracis-33564 8 4 university university PROPN bracis-33564 8 5 of of ADP bracis-33564 8 6 notre notre PROPN bracis-33564 8 7 dame dame PROPN bracis-33564 8 8 hesburgh hesburgh PROPN bracis-33564 8 9 library library PROPN bracis-33564 8 10 . . PUNCT bracis-33564 9 1 download download PROPN bracis-33564 9 2 conference conference NOUN bracis-33564 9 3 paper paper NOUN bracis-33564 9 4 pdf pdf NOUN bracis-33564 9 5 similar similar ADJ bracis-33564 9 6 content content NOUN bracis-33564 9 7 being be AUX bracis-33564 9 8 viewed view VERB bracis-33564 9 9 by by ADP bracis-33564 9 10 others other NOUN bracis-33564 9 11 revolutionizing revolutionize VERB bracis-33564 9 12 speaker speaker NOUN bracis-33564 9 13 recognition recognition NOUN bracis-33564 9 14 and and CCONJ bracis-33564 9 15 diarization diarization NOUN bracis-33564 9 16 : : PUNCT bracis-33564 9 17 a a DET bracis-33564 9 18 novel novel ADJ bracis-33564 9 19 methodology methodology NOUN bracis-33564 9 20 in in ADP bracis-33564 9 21 speech speech NOUN bracis-33564 9 22 analysis analysis NOUN bracis-33564 9 23 article article NOUN bracis-33564 9 24 20 20 NUM bracis-33564 9 25 january january PROPN bracis-33564 9 26 2025 2025 NUM bracis-33564 9 27 recurrent recurrent ADJ bracis-33564 9 28 neural neural ADJ bracis-33564 9 29 network network NOUN bracis-33564 9 30 based base VERB bracis-33564 9 31 speaker speaker NOUN bracis-33564 9 32 change change NOUN bracis-33564 9 33 detection detection NOUN bracis-33564 9 34 from from ADP bracis-33564 9 35 text text NOUN bracis-33564 9 36 transcription transcription NOUN bracis-33564 9 37 applied apply VERB bracis-33564 9 38 in in ADP bracis-33564 9 39 telephone telephone NOUN bracis-33564 9 40 speaker speaker NOUN bracis-33564 9 41 diarization diarization NOUN bracis-33564 9 42 system system NOUN bracis-33564 9 43 chapter chapter NOUN bracis-33564 9 44 © © PROPN bracis-33564 9 45 2018 2018 NUM bracis-33564 9 46 unraveling unravel VERB bracis-33564 9 47 the the DET bracis-33564 9 48 techniques technique NOUN bracis-33564 9 49 for for ADP bracis-33564 9 50 speaker speaker NOUN bracis-33564 9 51 diarization diarization NOUN bracis-33564 9 52 chapter chapter NOUN bracis-33564 9 53 © © ADP bracis-33564 9 54 2024 2024 NUM bracis-33564 9 55 1 1 NUM bracis-33564 9 56 introduction introduction NOUN bracis-33564 9 57 diarization diarization NOUN bracis-33564 9 58 is be AUX bracis-33564 9 59 the the DET bracis-33564 9 60 task task NOUN bracis-33564 9 61 of of ADP bracis-33564 9 62 automatically automatically ADV bracis-33564 9 63 identifying identify VERB bracis-33564 9 64 different different ADJ bracis-33564 9 65 speakers speaker NOUN bracis-33564 9 66 in in ADP bracis-33564 9 67 speech speech NOUN bracis-33564 9 68 , , PUNCT bracis-33564 9 69 whether whether SCONJ bracis-33564 9 70 from from ADP bracis-33564 9 71 audio audio NOUN bracis-33564 9 72 or or CCONJ bracis-33564 9 73 video video NOUN bracis-33564 10 1 [ [ X bracis-33564 10 2 21 21 NUM bracis-33564 10 3 ] ] PUNCT bracis-33564 10 4 . . PUNCT bracis-33564 11 1 it it PRON bracis-33564 11 2 is be AUX bracis-33564 11 3 based base VERB bracis-33564 11 4 on on ADP bracis-33564 11 5 two two NUM bracis-33564 11 6 main main ADJ bracis-33564 11 7 processes process NOUN bracis-33564 11 8 : : PUNCT bracis-33564 11 9 the the DET bracis-33564 11 10 recognition recognition NOUN bracis-33564 11 11 of of ADP bracis-33564 11 12 who who PRON bracis-33564 11 13 is be AUX bracis-33564 11 14 speaking speak VERB bracis-33564 11 15 and and CCONJ bracis-33564 11 16 the the DET bracis-33564 11 17 initial initial ADJ bracis-33564 11 18 segmentation segmentation NOUN bracis-33564 11 19 of of ADP bracis-33564 11 20 the the DET bracis-33564 11 21 speech speech NOUN bracis-33564 11 22 . . PUNCT bracis-33564 12 1 its its PRON bracis-33564 12 2 applications application NOUN bracis-33564 12 3 are be AUX bracis-33564 12 4 wide wide ADV bracis-33564 12 5 - - PUNCT bracis-33564 12 6 ranging ranging NOUN bracis-33564 12 7 , , PUNCT bracis-33564 12 8 including include VERB bracis-33564 12 9 meeting meet VERB bracis-33564 12 10 transcriptions transcription NOUN bracis-33564 13 1 [ [ X bracis-33564 13 2 3 3 NUM bracis-33564 13 3 ] ] PUNCT bracis-33564 13 4 , , PUNCT bracis-33564 13 5 call call NOUN bracis-33564 13 6 center center NOUN bracis-33564 13 7 assistance assistance NOUN bracis-33564 13 8 [ [ X bracis-33564 13 9 5 5 NUM bracis-33564 13 10 ] ] PUNCT bracis-33564 13 11 , , PUNCT bracis-33564 13 12 and and CCONJ bracis-33564 13 13 the the DET bracis-33564 13 14 development development NOUN bracis-33564 13 15 of of ADP bracis-33564 13 16 personalized personalized ADJ bracis-33564 13 17 voice voice NOUN bracis-33564 13 18 assistants assistant NOUN bracis-33564 13 19 [ [ X bracis-33564 13 20 23 23 NUM bracis-33564 13 21 ] ] PUNCT bracis-33564 13 22 . . PUNCT bracis-33564 14 1 traditional traditional ADJ bracis-33564 14 2 methods method NOUN bracis-33564 14 3 for for ADP bracis-33564 14 4 diarization diarization NOUN bracis-33564 14 5 employ employ VERB bracis-33564 14 6 probabilistic probabilistic ADJ bracis-33564 14 7 models model NOUN bracis-33564 14 8 , , PUNCT bracis-33564 14 9 such such ADJ bracis-33564 14 10 as as ADP bracis-33564 14 11 gaussian gaussian ADJ bracis-33564 14 12 mixture mixture NOUN bracis-33564 14 13 models model NOUN bracis-33564 14 14 ( ( PUNCT bracis-33564 14 15 gmm gmm NOUN bracis-33564 14 16 ) ) PUNCT bracis-33564 14 17 and and CCONJ bracis-33564 14 18 hidden hide VERB bracis-33564 14 19 markov markov NOUN bracis-33564 14 20 models model NOUN bracis-33564 14 21 ( ( PUNCT bracis-33564 14 22 hmm hmm INTJ bracis-33564 14 23 ) ) PUNCT bracis-33564 14 24 , , PUNCT bracis-33564 14 25 which which PRON bracis-33564 14 26 are be AUX bracis-33564 14 27 effective effective ADJ bracis-33564 14 28 at at ADP bracis-33564 14 29 clustering cluster VERB bracis-33564 14 30 audio audio NOUN bracis-33564 14 31 according accord VERB bracis-33564 14 32 to to ADP bracis-33564 14 33 voice voice NOUN bracis-33564 14 34 patterns pattern NOUN bracis-33564 14 35 [ [ X bracis-33564 14 36 12 12 NUM bracis-33564 14 37 , , PUNCT bracis-33564 14 38 25 25 NUM bracis-33564 14 39 ] ] PUNCT bracis-33564 14 40 . . PUNCT bracis-33564 15 1 subsequently subsequently ADV bracis-33564 15 2 , , PUNCT bracis-33564 15 3 other other ADJ bracis-33564 15 4 techniques technique NOUN bracis-33564 15 5 based base VERB bracis-33564 15 6 on on ADP bracis-33564 15 7 deep deep ADJ bracis-33564 15 8 learning learning NOUN bracis-33564 15 9 ( ( PUNCT bracis-33564 15 10 dl dl INTJ bracis-33564 15 11 ) ) PUNCT bracis-33564 15 12 have have AUX bracis-33564 15 13 brought bring VERB bracis-33564 15 14 significant significant ADJ bracis-33564 15 15 advances advance NOUN bracis-33564 15 16 to to ADP bracis-33564 15 17 the the DET bracis-33564 15 18 field field NOUN bracis-33564 15 19 . . PUNCT bracis-33564 16 1 examples example NOUN bracis-33564 16 2 include include VERB bracis-33564 16 3 recurrent recurrent ADJ bracis-33564 16 4 neural neural ADJ bracis-33564 16 5 networks network NOUN bracis-33564 16 6 ( ( PUNCT bracis-33564 16 7 rnns rnns PROPN bracis-33564 16 8 ) ) PUNCT bracis-33564 16 9 , , PUNCT bracis-33564 16 10 which which PRON bracis-33564 16 11 are be AUX bracis-33564 16 12 adapted adapt VERB bracis-33564 16 13 for for ADP bracis-33564 16 14 sequential sequential ADJ bracis-33564 16 15 data datum NOUN bracis-33564 16 16 [ [ X bracis-33564 16 17 29 29 NUM bracis-33564 16 18 ] ] PUNCT bracis-33564 16 19 , , PUNCT bracis-33564 16 20 and and CCONJ bracis-33564 16 21 convolutional convolutional ADJ bracis-33564 16 22 neural neural ADJ bracis-33564 16 23 networks network NOUN bracis-33564 16 24 ( ( PUNCT bracis-33564 16 25 cnns cnns PROPN bracis-33564 16 26 ) ) PUNCT bracis-33564 16 27 , , PUNCT bracis-33564 16 28 which which PRON bracis-33564 16 29 are be AUX bracis-33564 16 30 capable capable ADJ bracis-33564 16 31 of of ADP bracis-33564 16 32 analyzing analyze VERB bracis-33564 16 33 audio audio NOUN bracis-33564 16 34 directly directly ADV bracis-33564 16 35 from from ADP bracis-33564 16 36 spectrograms spectrogram NOUN bracis-33564 16 37 [ [ X bracis-33564 16 38 15 15 NUM bracis-33564 16 39 ] ] PUNCT bracis-33564 16 40 . . PUNCT bracis-33564 17 1 most most ADV bracis-33564 17 2 recently recently ADV bracis-33564 17 3 , , PUNCT bracis-33564 17 4 methods method NOUN bracis-33564 17 5 based base VERB bracis-33564 17 6 on on ADP bracis-33564 17 7 the the DET bracis-33564 17 8 transformer transformer NOUN bracis-33564 17 9 architecture architecture NOUN bracis-33564 17 10 have have AUX bracis-33564 17 11 demonstrated demonstrate VERB bracis-33564 17 12 state state NOUN bracis-33564 17 13 - - PUNCT bracis-33564 17 14 of of ADP bracis-33564 17 15 - - PUNCT bracis-33564 17 16 the the DET bracis-33564 17 17 - - PUNCT bracis-33564 17 18 art art NOUN bracis-33564 17 19 performance performance NOUN bracis-33564 17 20 across across ADP bracis-33564 17 21 various various ADJ bracis-33564 17 22 domains domain NOUN bracis-33564 17 23 [ [ X bracis-33564 17 24 27 27 NUM bracis-33564 17 25 , , PUNCT bracis-33564 17 26 28 28 NUM bracis-33564 17 27 ] ] PUNCT bracis-33564 17 28 . . PUNCT bracis-33564 18 1 this this DET bracis-33564 18 2 success success NOUN bracis-33564 18 3 is be AUX bracis-33564 18 4 largely largely ADV bracis-33564 18 5 attributed attribute VERB bracis-33564 18 6 to to ADP bracis-33564 18 7 self self NOUN bracis-33564 18 8 - - PUNCT bracis-33564 18 9 attention attention NOUN bracis-33564 18 10 , , PUNCT bracis-33564 18 11 a a DET bracis-33564 18 12 mechanism mechanism NOUN bracis-33564 18 13 that that PRON bracis-33564 18 14 allows allow VERB bracis-33564 18 15 the the DET bracis-33564 18 16 model model NOUN bracis-33564 18 17 to to PART bracis-33564 18 18 focus focus VERB bracis-33564 18 19 on on ADP bracis-33564 18 20 different different ADJ bracis-33564 18 21 parts part NOUN bracis-33564 18 22 of of ADP bracis-33564 18 23 the the DET bracis-33564 18 24 input input NOUN bracis-33564 18 25 sequence sequence NOUN bracis-33564 18 26 when when SCONJ bracis-33564 18 27 producing produce VERB bracis-33564 18 28 output output NOUN bracis-33564 18 29 while while SCONJ bracis-33564 18 30 also also ADV bracis-33564 18 31 capturing capture VERB bracis-33564 18 32 long long ADJ bracis-33564 18 33 - - PUNCT bracis-33564 18 34 range range NOUN bracis-33564 18 35 dependencies dependency NOUN bracis-33564 18 36 in in ADP bracis-33564 18 37 the the DET bracis-33564 18 38 input input NOUN bracis-33564 18 39 , , PUNCT bracis-33564 18 40 regardless regardless ADV bracis-33564 18 41 of of ADP bracis-33564 18 42 their their PRON bracis-33564 18 43 distance distance NOUN bracis-33564 18 44 in in ADP bracis-33564 18 45 the the DET bracis-33564 18 46 sequence sequence NOUN bracis-33564 18 47 . . PUNCT bracis-33564 19 1 large large ADJ bracis-33564 19 2 language language NOUN bracis-33564 19 3 models model NOUN bracis-33564 19 4 ( ( PUNCT bracis-33564 19 5 llms llm NOUN bracis-33564 19 6 ) ) PUNCT bracis-33564 19 7 are be AUX bracis-33564 19 8 built build VERB bracis-33564 19 9 upon upon SCONJ bracis-33564 19 10 this this DET bracis-33564 19 11 architecture architecture NOUN bracis-33564 19 12 , , PUNCT bracis-33564 19 13 utilizing utilize VERB bracis-33564 19 14 very very ADV bracis-33564 19 15 deep deep ADJ bracis-33564 19 16 neural neural ADJ bracis-33564 19 17 networks network NOUN bracis-33564 19 18 with with ADP bracis-33564 19 19 stacked stack VERB bracis-33564 19 20 multi multi ADJ bracis-33564 19 21 - - ADJ bracis-33564 19 22 head head ADJ bracis-33564 19 23 attention attention NOUN bracis-33564 19 24 layers layer NOUN bracis-33564 19 25 . . PUNCT bracis-33564 20 1 models model NOUN bracis-33564 20 2 such such ADJ bracis-33564 20 3 as as ADP bracis-33564 20 4 gpt-4 gpt-4 PRON bracis-33564 20 5 [ [ X bracis-33564 20 6 19 19 NUM bracis-33564 20 7 ] ] PUNCT bracis-33564 20 8 , , PUNCT bracis-33564 20 9 llama llama NOUN bracis-33564 20 10 3 3 NUM bracis-33564 20 11 [ [ X bracis-33564 20 12 1 1 NUM bracis-33564 20 13 ] ] PUNCT bracis-33564 20 14 , , PUNCT bracis-33564 20 15 and and CCONJ bracis-33564 20 16 claude claude PROPN bracis-33564 20 17 [ [ X bracis-33564 20 18 4 4 NUM bracis-33564 20 19 ] ] PUNCT bracis-33564 20 20 , , PUNCT bracis-33564 20 21 exhibit exhibit VERB bracis-33564 20 22 impressive impressive ADJ bracis-33564 20 23 capabilities capability NOUN bracis-33564 20 24 in in ADP bracis-33564 20 25 natural natural ADJ bracis-33564 20 26 language language NOUN bracis-33564 20 27 understanding understanding NOUN bracis-33564 20 28 and and CCONJ bracis-33564 20 29 in in ADP bracis-33564 20 30 solving solve VERB bracis-33564 20 31 complex complex ADJ bracis-33564 20 32 tasks task NOUN bracis-33564 20 33 via via ADP bracis-33564 20 34 text text NOUN bracis-33564 20 35 generation generation NOUN bracis-33564 20 36 . . PUNCT bracis-33564 21 1 despite despite SCONJ bracis-33564 21 2 these these DET bracis-33564 21 3 advancements advancement NOUN bracis-33564 21 4 , , PUNCT bracis-33564 21 5 there there PRON bracis-33564 21 6 remains remain VERB bracis-33564 21 7 a a DET bracis-33564 21 8 gap gap NOUN bracis-33564 21 9 in in ADP bracis-33564 21 10 applying apply VERB bracis-33564 21 11 such such ADJ bracis-33564 21 12 approaches approach NOUN bracis-33564 21 13 to to ADP bracis-33564 21 14 audio audio ADJ bracis-33564 21 15 and and CCONJ bracis-33564 21 16 video video NOUN bracis-33564 21 17 tasks task NOUN bracis-33564 21 18 . . PUNCT bracis-33564 22 1 exploring explore VERB bracis-33564 22 2 the the DET bracis-33564 22 3 use use NOUN bracis-33564 22 4 of of ADP bracis-33564 22 5 transformer transformer NOUN bracis-33564 22 6 - - PUNCT bracis-33564 22 7 based base VERB bracis-33564 22 8 architectures architecture NOUN bracis-33564 22 9 for for ADP bracis-33564 22 10 diarization diarization NOUN bracis-33564 22 11 presents present VERB bracis-33564 22 12 a a DET bracis-33564 22 13 promising promising ADJ bracis-33564 22 14 opportunity opportunity NOUN bracis-33564 22 15 for for ADP bracis-33564 22 16 achieving achieve VERB bracis-33564 22 17 similar similar ADJ bracis-33564 22 18 breakthroughs breakthrough NOUN bracis-33564 22 19 in in ADP bracis-33564 22 20 audio audio ADJ bracis-33564 22 21 and and CCONJ bracis-33564 22 22 video video NOUN bracis-33564 22 23 processing processing NOUN bracis-33564 22 24 . . PUNCT bracis-33564 23 1 in in ADP bracis-33564 23 2 addition addition NOUN bracis-33564 23 3 , , PUNCT bracis-33564 23 4 language language NOUN bracis-33564 23 5 variations variation NOUN bracis-33564 23 6 are be AUX bracis-33564 23 7 also also ADV bracis-33564 23 8 a a DET bracis-33564 23 9 challenge challenge NOUN bracis-33564 23 10 in in ADP bracis-33564 23 11 diarization diarization NOUN bracis-33564 23 12 tasks task NOUN bracis-33564 23 13 . . PUNCT bracis-33564 24 1 most most ADJ bracis-33564 24 2 models model NOUN bracis-33564 24 3 are be AUX bracis-33564 24 4 adapted adapt VERB bracis-33564 24 5 to to ADP bracis-33564 24 6 processing process VERB bracis-33564 24 7 english english PROPN bracis-33564 24 8 content content NOUN bracis-33564 24 9 due due ADP bracis-33564 24 10 to to ADP bracis-33564 24 11 the the DET bracis-33564 24 12 abundance abundance NOUN bracis-33564 24 13 of of ADP bracis-33564 24 14 materials material NOUN bracis-33564 24 15 in in ADP bracis-33564 24 16 the the DET bracis-33564 24 17 language language NOUN bracis-33564 24 18 . . PUNCT bracis-33564 25 1 although although SCONJ bracis-33564 25 2 portuguese portuguese PROPN bracis-33564 25 3 is be AUX bracis-33564 25 4 a a DET bracis-33564 25 5 high high ADJ bracis-33564 25 6 - - PUNCT bracis-33564 25 7 resource resource NOUN bracis-33564 25 8 language language NOUN bracis-33564 25 9 for for ADP bracis-33564 25 10 text text NOUN bracis-33564 25 11 - - PUNCT bracis-33564 25 12 based base VERB bracis-33564 25 13 tasks task NOUN bracis-33564 25 14 , , PUNCT bracis-33564 25 15 it it PRON bracis-33564 25 16 is be AUX bracis-33564 25 17 considerably considerably ADV bracis-33564 25 18 under under ADV bracis-33564 25 19 - - PUNCT bracis-33564 25 20 researched research VERB bracis-33564 25 21 in in ADP bracis-33564 25 22 audio audio ADJ bracis-33564 25 23 and and CCONJ bracis-33564 25 24 video video NOUN bracis-33564 25 25 applications application NOUN bracis-33564 25 26 , , PUNCT bracis-33564 25 27 especially especially ADV bracis-33564 25 28 regarding regard VERB bracis-33564 25 29 models model NOUN bracis-33564 25 30 , , PUNCT bracis-33564 25 31 transcription transcription NOUN bracis-33564 25 32 tools tool NOUN bracis-33564 25 33 , , PUNCT bracis-33564 25 34 and and CCONJ bracis-33564 25 35 new new ADJ bracis-33564 25 36 diarization diarization NOUN bracis-33564 25 37 methods method NOUN bracis-33564 25 38 . . PUNCT bracis-33564 26 1 in in ADP bracis-33564 26 2 this this DET bracis-33564 26 3 article article NOUN bracis-33564 26 4 , , PUNCT bracis-33564 26 5 we we PRON bracis-33564 26 6 investigate investigate VERB bracis-33564 26 7 existing exist VERB bracis-33564 26 8 diarization diarization NOUN bracis-33564 26 9 methods method NOUN bracis-33564 26 10 and and CCONJ bracis-33564 26 11 introduce introduce VERB bracis-33564 26 12 a a DET bracis-33564 26 13 novel novel ADJ bracis-33564 26 14 approach approach NOUN bracis-33564 26 15 that that PRON bracis-33564 26 16 addresses address NOUN bracis-33564 26 17 identified identify VERB bracis-33564 26 18 gaps gap NOUN bracis-33564 26 19 in in ADP bracis-33564 26 20 the the DET bracis-33564 26 21 field field NOUN bracis-33564 26 22 , , PUNCT bracis-33564 26 23 leveraging leverage VERB bracis-33564 26 24 generative generative ADJ bracis-33564 26 25 models model NOUN bracis-33564 26 26 for for ADP bracis-33564 26 27 automatic automatic ADJ bracis-33564 26 28 speaker speaker NOUN bracis-33564 26 29 identification identification NOUN bracis-33564 26 30 in in ADP bracis-33564 26 31 portuguese portuguese ADJ bracis-33564 26 32 videos video NOUN bracis-33564 26 33 and and CCONJ bracis-33564 26 34 audio audio ADJ bracis-33564 26 35 recordings recording NOUN bracis-33564 26 36 . . PUNCT bracis-33564 27 1 unlike unlike ADP bracis-33564 27 2 traditional traditional ADJ bracis-33564 27 3 methods method NOUN bracis-33564 27 4 that that PRON bracis-33564 27 5 require require VERB bracis-33564 27 6 direct direct ADJ bracis-33564 27 7 analysis analysis NOUN bracis-33564 27 8 of of ADP bracis-33564 27 9 audio audio ADJ bracis-33564 27 10 signals signal NOUN bracis-33564 27 11 , , PUNCT bracis-33564 27 12 our our PRON bracis-33564 27 13 approach approach NOUN bracis-33564 27 14 captures capture VERB bracis-33564 27 15 and and CCONJ bracis-33564 27 16 analyzes analyze VERB bracis-33564 27 17 speaker speaker NOUN bracis-33564 27 18 style style NOUN bracis-33564 27 19 patterns pattern NOUN bracis-33564 27 20 from from ADP bracis-33564 27 21 transcribed transcribe VERB bracis-33564 27 22 audio audio NOUN bracis-33564 27 23 with with ADP bracis-33564 27 24 high high ADJ bracis-33564 27 25 accuracy accuracy NOUN bracis-33564 27 26 . . PUNCT bracis-33564 28 1 this this DET bracis-33564 28 2 method method NOUN bracis-33564 28 3 not not PART bracis-33564 28 4 only only ADV bracis-33564 28 5 simplifies simplify VERB bracis-33564 28 6 the the DET bracis-33564 28 7 process process NOUN bracis-33564 28 8 but but CCONJ bracis-33564 28 9 also also ADV bracis-33564 28 10 extends extend VERB bracis-33564 28 11 the the DET bracis-33564 28 12 applicability applicability NOUN bracis-33564 28 13 of of ADP bracis-33564 28 14 generative generative ADJ bracis-33564 28 15 models model NOUN bracis-33564 28 16 beyond beyond ADP bracis-33564 28 17 their their PRON bracis-33564 28 18 traditional traditional ADJ bracis-33564 28 19 domains domain NOUN bracis-33564 28 20 , , PUNCT bracis-33564 28 21 opening open VERB bracis-33564 28 22 up up ADP bracis-33564 28 23 a a DET bracis-33564 28 24 promising promising ADJ bracis-33564 28 25 new new ADJ bracis-33564 28 26 line line NOUN bracis-33564 28 27 of of ADP bracis-33564 28 28 research research NOUN bracis-33564 28 29 . . PUNCT bracis-33564 29 1 furthermore furthermore ADV bracis-33564 29 2 , , PUNCT bracis-33564 29 3 our our PRON bracis-33564 29 4 approach approach NOUN bracis-33564 29 5 is be AUX bracis-33564 29 6 language language NOUN bracis-33564 29 7 - - PUNCT bracis-33564 29 8 agnostic agnostic ADJ bracis-33564 29 9 and and CCONJ bracis-33564 29 10 can can AUX bracis-33564 29 11 be be AUX bracis-33564 29 12 extended extend VERB bracis-33564 29 13 to to ADP bracis-33564 29 14 any any DET bracis-33564 29 15 language language NOUN bracis-33564 29 16 supported support VERB bracis-33564 29 17 by by ADP bracis-33564 29 18 both both CCONJ bracis-33564 29 19 a a DET bracis-33564 29 20 generative generative ADJ bracis-33564 29 21 language language NOUN bracis-33564 29 22 model model NOUN bracis-33564 29 23 and and CCONJ bracis-33564 29 24 a a DET bracis-33564 29 25 transcription transcription NOUN bracis-33564 29 26 model model NOUN bracis-33564 29 27 . . PUNCT bracis-33564 30 1 2 2 NUM bracis-33564 30 2 background background NOUN bracis-33564 30 3 2.1 2.1 NUM bracis-33564 30 4 speech speech NOUN bracis-33564 30 5 data datum NOUN bracis-33564 30 6 speech speech NOUN bracis-33564 30 7 data datum NOUN bracis-33564 30 8 contains contain VERB bracis-33564 30 9 a a DET bracis-33564 30 10 variety variety NOUN bracis-33564 30 11 of of ADP bracis-33564 30 12 information information NOUN bracis-33564 30 13 that that PRON bracis-33564 30 14 reflects reflect VERB bracis-33564 30 15 the the DET bracis-33564 30 16 identity identity NOUN bracis-33564 30 17 of of ADP bracis-33564 30 18 the the DET bracis-33564 30 19 speaker speaker NOUN bracis-33564 30 20 , , PUNCT bracis-33564 30 21 including include VERB bracis-33564 30 22 distinctive distinctive ADJ bracis-33564 30 23 characteristics characteristic NOUN bracis-33564 30 24 of of ADP bracis-33564 30 25 the the DET bracis-33564 30 26 vocal vocal ADJ bracis-33564 30 27 tract tract NOUN bracis-33564 30 28 , , PUNCT bracis-33564 30 29 excitation excitation NOUN bracis-33564 30 30 source source NOUN bracis-33564 30 31 , , PUNCT bracis-33564 30 32 and and CCONJ bracis-33564 30 33 behavioral behavioral ADJ bracis-33564 30 34 features feature NOUN bracis-33564 30 35 . . PUNCT bracis-33564 31 1 these these DET bracis-33564 31 2 cues cue NOUN bracis-33564 31 3 are be AUX bracis-33564 31 4 important important ADJ bracis-33564 31 5 for for ADP bracis-33564 31 6 speaker speaker NOUN bracis-33564 31 7 recognition recognition NOUN bracis-33564 31 8 [ [ X bracis-33564 31 9 13 13 NUM bracis-33564 31 10 ] ] PUNCT bracis-33564 31 11 and and CCONJ bracis-33564 31 12 form form VERB bracis-33564 31 13 the the DET bracis-33564 31 14 basis basis NOUN bracis-33564 31 15 for for ADP bracis-33564 31 16 the the DET bracis-33564 31 17 features feature NOUN bracis-33564 31 18 of of ADP bracis-33564 31 19 a a DET bracis-33564 31 20 speaker speaker NOUN bracis-33564 31 21 . . PUNCT bracis-33564 32 1 in in ADP bracis-33564 32 2 our our PRON bracis-33564 32 3 approach approach NOUN bracis-33564 32 4 , , PUNCT bracis-33564 32 5 the the DET bracis-33564 32 6 model model NOUN bracis-33564 32 7 identifies identify VERB bracis-33564 32 8 the the DET bracis-33564 32 9 speaker speaker NOUN bracis-33564 32 10 ’s ’s PART bracis-33564 32 11 traits trait NOUN bracis-33564 32 12 from from ADP bracis-33564 32 13 the the DET bracis-33564 32 14 text text NOUN bracis-33564 32 15 . . PUNCT bracis-33564 33 1 processing process VERB bracis-33564 33 2 such such ADJ bracis-33564 33 3 information information NOUN bracis-33564 33 4 involves involve VERB bracis-33564 33 5 a a DET bracis-33564 33 6 set set NOUN bracis-33564 33 7 of of ADP bracis-33564 33 8 challenges challenge NOUN bracis-33564 33 9 , , PUNCT bracis-33564 33 10 such such ADJ bracis-33564 33 11 as as ADP bracis-33564 33 12 high high ADJ bracis-33564 33 13 variability variability NOUN bracis-33564 33 14 due due ADP bracis-33564 33 15 to to ADP bracis-33564 33 16 factors factor NOUN bracis-33564 33 17 like like ADP bracis-33564 33 18 accent accent ADJ bracis-33564 33 19 , , PUNCT bracis-33564 33 20 background background NOUN bracis-33564 33 21 noise noise NOUN bracis-33564 33 22 , , PUNCT bracis-33564 33 23 and and CCONJ bracis-33564 33 24 recording record VERB bracis-33564 33 25 quality quality NOUN bracis-33564 33 26 [ [ X bracis-33564 33 27 24 24 NUM bracis-33564 33 28 ] ] PUNCT bracis-33564 33 29 . . PUNCT bracis-33564 34 1 furthermore furthermore ADV bracis-33564 34 2 , , PUNCT bracis-33564 34 3 the the DET bracis-33564 34 4 audio audio ADJ bracis-33564 34 5 quality quality NOUN bracis-33564 34 6 can can AUX bracis-33564 34 7 be be AUX bracis-33564 34 8 significantly significantly ADV bracis-33564 34 9 affected affect VERB bracis-33564 34 10 when when SCONJ bracis-33564 34 11 not not PART bracis-33564 34 12 recorded record VERB bracis-33564 34 13 in in ADP bracis-33564 34 14 controlled control VERB bracis-33564 34 15 environments environment NOUN bracis-33564 34 16 , , PUNCT bracis-33564 34 17 such such ADJ bracis-33564 34 18 as as ADP bracis-33564 34 19 outdoor outdoor ADJ bracis-33564 34 20 settings setting NOUN bracis-33564 34 21 , , PUNCT bracis-33564 34 22 rooms room NOUN bracis-33564 34 23 with with ADP bracis-33564 34 24 echo echo NOUN bracis-33564 34 25 , , PUNCT bracis-33564 34 26 or or CCONJ bracis-33564 34 27 audio audio NOUN bracis-33564 34 28 with with ADP bracis-33564 34 29 simultaneous simultaneous ADJ bracis-33564 34 30 speech speech NOUN bracis-33564 34 31 . . PUNCT bracis-33564 35 1 our our PRON bracis-33564 35 2 approach approach NOUN bracis-33564 35 3 aims aim VERB bracis-33564 35 4 to to PART bracis-33564 35 5 mitigate mitigate VERB bracis-33564 35 6 these these DET bracis-33564 35 7 issues issue NOUN bracis-33564 35 8 by by ADP bracis-33564 35 9 employing employ VERB bracis-33564 35 10 advanced advanced ADJ bracis-33564 35 11 deep deep ADJ bracis-33564 35 12 learning learning NOUN bracis-33564 35 13 - - PUNCT bracis-33564 35 14 based base VERB bracis-33564 35 15 preprocessing preprocessing NOUN bracis-33564 35 16 techniques technique NOUN bracis-33564 35 17 for for ADP bracis-33564 35 18 audio audio ADJ bracis-33564 35 19 transcription transcription NOUN bracis-33564 35 20 and and CCONJ bracis-33564 35 21 refinement refinement NOUN bracis-33564 35 22 , , PUNCT bracis-33564 35 23 as as SCONJ bracis-33564 35 24 detailed detailed ADJ bracis-33564 35 25 in in ADP bracis-33564 35 26 sect sect NOUN bracis-33564 35 27 . . PUNCT bracis-33564 35 28     SPACE bracis-33564 36 1 4 4 NUM bracis-33564 36 2 . . X bracis-33564 37 1 another another DET bracis-33564 37 2 issue issue NOUN bracis-33564 37 3 is be AUX bracis-33564 37 4 labeling label VERB bracis-33564 37 5 , , PUNCT bracis-33564 37 6 as as SCONJ bracis-33564 37 7 accurate accurate ADJ bracis-33564 37 8 annotation annotation NOUN bracis-33564 37 9 of of ADP bracis-33564 37 10 speech speech NOUN bracis-33564 37 11 data datum NOUN bracis-33564 37 12 is be AUX bracis-33564 37 13 crucial crucial ADJ bracis-33564 37 14 but but CCONJ bracis-33564 37 15 can can AUX bracis-33564 37 16 be be AUX bracis-33564 37 17 demanding demand VERB bracis-33564 37 18 and and CCONJ bracis-33564 37 19 costly costly ADJ bracis-33564 37 20 . . PUNCT bracis-33564 38 1 techniques technique NOUN bracis-33564 38 2 like like ADP bracis-33564 38 3 large large ADJ bracis-33564 38 4 - - PUNCT bracis-33564 38 5 scale scale NOUN bracis-33564 38 6 weak weak ADJ bracis-33564 38 7 supervision supervision NOUN bracis-33564 38 8 are be AUX bracis-33564 38 9 employed employ VERB bracis-33564 38 10 to to PART bracis-33564 38 11 address address VERB bracis-33564 38 12 these these DET bracis-33564 38 13 challenges challenge NOUN bracis-33564 38 14 [ [ X bracis-33564 38 15 24 24 NUM bracis-33564 38 16 ] ] PUNCT bracis-33564 38 17 . . PUNCT bracis-33564 39 1 in in ADP bracis-33564 39 2 our our PRON bracis-33564 39 3 case case NOUN bracis-33564 39 4 , , PUNCT bracis-33564 39 5 we we PRON bracis-33564 39 6 used use VERB bracis-33564 39 7 the the DET bracis-33564 39 8 labeling labeling NOUN bracis-33564 39 9 from from ADP bracis-33564 39 10 the the DET bracis-33564 39 11 brazilian brazilian ADJ bracis-33564 39 12 chamber chamber NOUN bracis-33564 39 13 of of ADP bracis-33564 39 14 deputies deputy NOUN bracis-33564 39 15 as as ADP bracis-33564 39 16 a a DET bracis-33564 39 17 foundation foundation NOUN bracis-33564 39 18 , , PUNCT bracis-33564 39 19 manually manually ADV bracis-33564 39 20 correcting correct VERB bracis-33564 39 21 some some PRON bracis-33564 39 22 of of ADP bracis-33564 39 23 its its PRON bracis-33564 39 24 errors error NOUN bracis-33564 39 25 for for ADP bracis-33564 39 26 better well ADJ bracis-33564 39 27 accuracy accuracy NOUN bracis-33564 39 28 . . PUNCT bracis-33564 40 1 the the DET bracis-33564 40 2 process process NOUN bracis-33564 40 3 is be AUX bracis-33564 40 4 detailed detail VERB bracis-33564 40 5 in in ADP bracis-33564 40 6 subsect subsect NOUN bracis-33564 40 7 . . PUNCT bracis-33564 41 1 4.1 4.1 NUM bracis-33564 41 2 . . PUNCT bracis-33564 42 1 finally finally ADV bracis-33564 42 2 , , PUNCT bracis-33564 42 3 considering consider VERB bracis-33564 42 4 that that SCONJ bracis-33564 42 5 handling handling NOUN bracis-33564 42 6 speech speech NOUN bracis-33564 42 7 data datum NOUN bracis-33564 42 8 must must AUX bracis-33564 42 9 comply comply VERB bracis-33564 42 10 with with ADP bracis-33564 42 11 privacy privacy NOUN bracis-33564 42 12 regulations regulation NOUN bracis-33564 42 13 and and CCONJ bracis-33564 42 14 ethical ethical ADJ bracis-33564 42 15 guidelines guideline NOUN bracis-33564 42 16 due due ADP bracis-33564 42 17 to to ADP bracis-33564 42 18 its its PRON bracis-33564 42 19 sensitive sensitive ADJ bracis-33564 42 20 nature nature NOUN bracis-33564 42 21 [ [ X bracis-33564 42 22 18 18 NUM bracis-33564 42 23 ] ] PUNCT bracis-33564 42 24 , , PUNCT bracis-33564 42 25 it it PRON bracis-33564 42 26 is be AUX bracis-33564 42 27 important important ADJ bracis-33564 42 28 to to PART bracis-33564 42 29 note note VERB bracis-33564 42 30 that that SCONJ bracis-33564 42 31 we we PRON bracis-33564 42 32 used use VERB bracis-33564 42 33 already already ADV bracis-33564 42 34 transcribed transcribe VERB bracis-33564 42 35 examples example NOUN bracis-33564 42 36 of of ADP bracis-33564 42 37 sessions session NOUN bracis-33564 42 38 that that PRON bracis-33564 42 39 are be AUX bracis-33564 42 40 required require VERB bracis-33564 42 41 to to PART bracis-33564 42 42 be be AUX bracis-33564 42 43 public public ADJ bracis-33564 42 44 . . PUNCT bracis-33564 43 1 hence hence ADV bracis-33564 43 2 , , PUNCT bracis-33564 43 3 the the DET bracis-33564 43 4 data datum NOUN bracis-33564 43 5 already already ADV bracis-33564 43 6 complied comply VERB bracis-33564 43 7 with with ADP bracis-33564 43 8 the the DET bracis-33564 43 9 expected expect VERB bracis-33564 43 10 privacy privacy NOUN bracis-33564 43 11 standards standard NOUN bracis-33564 43 12 . . PUNCT bracis-33564 44 1 2.2 2.2 NUM bracis-33564 44 2 speech speech NOUN bracis-33564 44 3 to to ADP bracis-33564 44 4     SPACE bracis-33564 44 5 text text NOUN bracis-33564 44 6 speech speech NOUN bracis-33564 44 7 to to ADP bracis-33564 44 8 text text NOUN bracis-33564 44 9 ( ( PUNCT bracis-33564 44 10 stt stt PROPN bracis-33564 44 11 ) ) PUNCT bracis-33564 44 12 is be AUX bracis-33564 44 13 the the DET bracis-33564 44 14 process process NOUN bracis-33564 44 15 of of ADP bracis-33564 44 16 converting convert VERB bracis-33564 44 17 speech speech NOUN bracis-33564 44 18 signals signal NOUN bracis-33564 44 19 to to ADP bracis-33564 44 20 a a DET bracis-33564 44 21 sequence sequence NOUN bracis-33564 44 22 of of ADP bracis-33564 44 23 words word NOUN bracis-33564 44 24 . . PUNCT bracis-33564 45 1 the the DET bracis-33564 45 2 main main ADJ bracis-33564 45 3 technique technique NOUN bracis-33564 45 4 based base VERB bracis-33564 45 5 on on ADP bracis-33564 45 6 stt stt PROPN bracis-33564 45 7 is be AUX bracis-33564 45 8 speech speech NOUN bracis-33564 45 9 recognition recognition NOUN bracis-33564 45 10 [ [ X bracis-33564 45 11 13 13 NUM bracis-33564 45 12 ] ] PUNCT bracis-33564 45 13 . . PUNCT bracis-33564 46 1 there there PRON bracis-33564 46 2 are be VERB bracis-33564 46 3 several several ADJ bracis-33564 46 4 speech speech NOUN bracis-33564 46 5 recognition recognition NOUN bracis-33564 46 6 models model NOUN bracis-33564 46 7 available available ADJ bracis-33564 46 8 , , PUNCT bracis-33564 46 9 such such ADJ bracis-33564 46 10 as as ADP bracis-33564 46 11 whisper whisper NOUN bracis-33564 46 12 large large ADJ bracis-33564 46 13 v2 v2 PROPN bracis-33564 47 1 [ [ X bracis-33564 47 2 24 24 NUM bracis-33564 47 3 ] ] PUNCT bracis-33564 47 4 , , PUNCT bracis-33564 47 5 deepgram deepgram PROPN bracis-33564 47 6 nova-2 nova-2 NUM bracis-33564 47 7 , , PUNCT bracis-33564 47 8 amazon amazon PROPN bracis-33564 47 9 , , PUNCT bracis-33564 47 10 microsoft microsoft PROPN bracis-33564 47 11 azure azure PROPN bracis-33564 47 12 batch batch PROPN bracis-33564 47 13 v3.1 v3.1 ADP bracis-33564 47 14 , , PUNCT bracis-33564 47 15 and and CCONJ bracis-33564 47 16 the the DET bracis-33564 47 17 universal universal ADJ bracis-33564 47 18 speech speech NOUN bracis-33564 47 19 model model NOUN bracis-33564 47 20 [ [ X bracis-33564 47 21 30 30 NUM bracis-33564 47 22 ] ] PUNCT bracis-33564 47 23 . . PUNCT bracis-33564 48 1 in in ADP bracis-33564 48 2 the the DET bracis-33564 48 3 present present ADJ bracis-33564 48 4 work work NOUN bracis-33564 48 5 , , PUNCT bracis-33564 48 6 whisper whisper VERB bracis-33564 48 7 large large ADJ bracis-33564 48 8 v2 v2 NOUN bracis-33564 48 9 was be AUX bracis-33564 48 10 employed employ VERB bracis-33564 48 11 to to PART bracis-33564 48 12 transcribe transcribe VERB bracis-33564 48 13 public public ADJ bracis-33564 48 14 sections section NOUN bracis-33564 48 15 from from ADP bracis-33564 48 16 the the DET bracis-33564 48 17 brazilian brazilian ADJ bracis-33564 48 18 chamber chamber NOUN bracis-33564 48 19 of of ADP bracis-33564 48 20 deputies deputy NOUN bracis-33564 48 21 . . PUNCT bracis-33564 49 1 the the DET bracis-33564 49 2 whisper whisper NOUN bracis-33564 49 3 model model NOUN bracis-33564 49 4 , , PUNCT bracis-33564 49 5 a a DET bracis-33564 49 6 state state NOUN bracis-33564 49 7 - - PUNCT bracis-33564 49 8 of of ADP bracis-33564 49 9 - - PUNCT bracis-33564 49 10 the the DET bracis-33564 49 11 - - PUNCT bracis-33564 49 12 art art NOUN bracis-33564 49 13 method method NOUN bracis-33564 49 14 for for ADP bracis-33564 49 15 speech speech NOUN bracis-33564 49 16 transcription transcription NOUN bracis-33564 49 17 , , PUNCT bracis-33564 49 18 is be AUX bracis-33564 49 19 a a DET bracis-33564 49 20 pre pre ADJ bracis-33564 49 21 - - ADJ bracis-33564 49 22 trained train VERB bracis-33564 49 23 model model NOUN bracis-33564 49 24 designed design VERB bracis-33564 49 25 for for ADP bracis-33564 49 26 automatic automatic ADJ bracis-33564 49 27 speech speech NOUN bracis-33564 49 28 recognition recognition NOUN bracis-33564 49 29 ( ( PUNCT bracis-33564 49 30 asr asr NOUN bracis-33564 49 31 ) ) PUNCT bracis-33564 49 32 and and CCONJ bracis-33564 49 33 speech speech NOUN bracis-33564 49 34 translation translation NOUN bracis-33564 49 35 . . PUNCT bracis-33564 50 1 it it PRON bracis-33564 50 2 was be AUX bracis-33564 50 3 trained train VERB bracis-33564 50 4 on on ADP bracis-33564 50 5 680,000 680,000 NUM bracis-33564 50 6     SPACE bracis-33564 50 7 h h NOUN bracis-33564 50 8 of of ADP bracis-33564 50 9 labeled label VERB bracis-33564 50 10 speech speech NOUN bracis-33564 50 11 data datum NOUN bracis-33564 50 12 , , PUNCT bracis-33564 50 13 utilizing utilize VERB bracis-33564 50 14 large large ADJ bracis-33564 50 15 - - PUNCT bracis-33564 50 16 scale scale NOUN bracis-33564 50 17 weak weak ADJ bracis-33564 50 18 supervision supervision NOUN bracis-33564 50 19 for for ADP bracis-33564 50 20 annotation annotation NOUN bracis-33564 50 21 . . PUNCT bracis-33564 51 1 in in ADP bracis-33564 51 2 its its PRON bracis-33564 51 3 process process NOUN bracis-33564 51 4 , , PUNCT bracis-33564 51 5 all all DET bracis-33564 51 6 audio audio NOUN bracis-33564 51 7 is be AUX bracis-33564 51 8 resampled resample VERB bracis-33564 51 9 to to ADP bracis-33564 51 10 16,000 16,000 NUM bracis-33564 51 11     SPACE bracis-33564 51 12 hz hz VERB bracis-33564 51 13 and and CCONJ bracis-33564 51 14 converted convert VERB bracis-33564 51 15 into into ADP bracis-33564 51 16 an an DET bracis-33564 51 17 80 80 NUM bracis-33564 51 18 - - PUNCT bracis-33564 51 19 channel channel NOUN bracis-33564 51 20 log log NOUN bracis-33564 51 21 - - PUNCT bracis-33564 51 22 magnitude magnitude NOUN bracis-33564 51 23 mel mel PROPN bracis-33564 51 24 spectrogram spectrogram PROPN bracis-33564 51 25 . . PUNCT bracis-33564 52 1 whisper whisper NOUN bracis-33564 52 2 encoder encoder NOUN bracis-33564 52 3 handles handle VERB bracis-33564 52 4 this this DET bracis-33564 52 5 input input NOUN bracis-33564 52 6 representation representation NOUN bracis-33564 52 7 , , PUNCT bracis-33564 52 8 whereas whereas SCONJ bracis-33564 52 9 the the DET bracis-33564 52 10 decoder decoder NOUN bracis-33564 52 11 utilizes utilize VERB bracis-33564 52 12 learned learn VERB bracis-33564 52 13 position position NOUN bracis-33564 52 14 embeddings embedding NOUN bracis-33564 52 15 and and CCONJ bracis-33564 52 16 tied tie VERB bracis-33564 52 17 input input NOUN bracis-33564 52 18 - - PUNCT bracis-33564 52 19 output output NOUN bracis-33564 52 20 token token VERB bracis-33564 52 21 representations representation NOUN bracis-33564 52 22 . . PUNCT bracis-33564 53 1 it it PRON bracis-33564 53 2 employs employ VERB bracis-33564 53 3 an an DET bracis-33564 53 4 encoder encoder NOUN bracis-33564 53 5 - - PUNCT bracis-33564 53 6 decoder decoder NOUN bracis-33564 53 7 transformer transformer NOUN bracis-33564 53 8 architecture architecture NOUN bracis-33564 53 9 , , PUNCT bracis-33564 53 10 and and CCONJ bracis-33564 53 11 both both CCONJ bracis-33564 53 12 the the DET bracis-33564 53 13 encoder encoder NOUN bracis-33564 53 14 and and CCONJ bracis-33564 53 15 decoder decoder NOUN bracis-33564 53 16 have have VERB bracis-33564 53 17 the the DET bracis-33564 53 18 same same ADJ bracis-33564 53 19 width width NOUN bracis-33564 53 20 and and CCONJ bracis-33564 53 21 number number NOUN bracis-33564 53 22 of of ADP bracis-33564 53 23 transformer transformer NOUN bracis-33564 53 24 blocks block NOUN bracis-33564 53 25 . . PUNCT bracis-33564 54 1 the the DET bracis-33564 54 2 architecture architecture NOUN bracis-33564 54 3 was be AUX bracis-33564 54 4 trained train VERB bracis-33564 54 5 to to PART bracis-33564 54 6 handle handle VERB bracis-33564 54 7 multiple multiple ADJ bracis-33564 54 8 tasks task NOUN bracis-33564 54 9 simultaneously simultaneously ADV bracis-33564 54 10 , , PUNCT bracis-33564 54 11 including include VERB bracis-33564 54 12 voice voice NOUN bracis-33564 54 13 activity activity NOUN bracis-33564 54 14 detection detection NOUN bracis-33564 54 15 and and CCONJ bracis-33564 54 16 inverse inverse NOUN bracis-33564 54 17 text text NOUN bracis-33564 54 18 normalization normalization NOUN bracis-33564 54 19 . . PUNCT bracis-33564 55 1 stt stt PROPN bracis-33564 55 2 approaches approach NOUN bracis-33564 55 3 have have AUX bracis-33564 55 4 influenced influence VERB bracis-33564 55 5 numerous numerous ADJ bracis-33564 55 6 fields field NOUN bracis-33564 55 7 . . PUNCT bracis-33564 56 1 in in ADP bracis-33564 56 2 medicine medicine NOUN bracis-33564 56 3 , , PUNCT bracis-33564 56 4 these these DET bracis-33564 56 5 models model NOUN bracis-33564 56 6 can can AUX bracis-33564 56 7 document document VERB bracis-33564 56 8 interactions interaction NOUN bracis-33564 56 9 between between ADP bracis-33564 56 10 patients patient NOUN bracis-33564 56 11 and and CCONJ bracis-33564 56 12 doctors doctor NOUN bracis-33564 56 13 [ [ X bracis-33564 56 14 9 9 NUM bracis-33564 56 15 ] ] PUNCT bracis-33564 56 16 . . PUNCT bracis-33564 57 1 for for ADP bracis-33564 57 2 customer customer NOUN bracis-33564 57 3 service service NOUN bracis-33564 57 4 , , PUNCT bracis-33564 57 5 stt stt PROPN bracis-33564 57 6 enables enable VERB bracis-33564 57 7 real real ADJ bracis-33564 57 8 - - PUNCT bracis-33564 57 9 time time NOUN bracis-33564 57 10 transcription transcription NOUN bracis-33564 57 11 of of ADP bracis-33564 57 12 customer customer NOUN bracis-33564 57 13 interactions interaction NOUN bracis-33564 57 14 , , PUNCT bracis-33564 57 15 resulting result VERB bracis-33564 57 16 in in ADP bracis-33564 57 17 enhanced enhanced ADJ bracis-33564 57 18 service service NOUN bracis-33564 57 19 quality quality NOUN bracis-33564 57 20 [ [ X bracis-33564 57 21 16 16 NUM bracis-33564 57 22 ] ] PUNCT bracis-33564 57 23 . . PUNCT bracis-33564 58 1 additionally additionally ADV bracis-33564 58 2 , , PUNCT bracis-33564 58 3 stt stt NOUN bracis-33564 58 4 offers offer VERB bracis-33564 58 5 tools tool NOUN bracis-33564 58 6 for for ADP bracis-33564 58 7 individuals individual NOUN bracis-33564 58 8 with with ADP bracis-33564 58 9 disabilities disability NOUN bracis-33564 58 10 , , PUNCT bracis-33564 58 11 improving improve VERB bracis-33564 58 12 accessibility accessibility NOUN bracis-33564 58 13 [ [ X bracis-33564 58 14 7 7 NUM bracis-33564 58 15 ] ] PUNCT bracis-33564 58 16 . . PUNCT bracis-33564 59 1 in in ADP bracis-33564 59 2 our our PRON bracis-33564 59 3 study study NOUN bracis-33564 59 4 , , PUNCT bracis-33564 59 5 we we PRON bracis-33564 59 6 extended extend VERB bracis-33564 59 7 the the DET bracis-33564 59 8 application application NOUN bracis-33564 59 9 of of ADP bracis-33564 59 10 stt stt PROPN bracis-33564 59 11 to to ADP bracis-33564 59 12 the the DET bracis-33564 59 13 political political ADJ bracis-33564 59 14 domain domain NOUN bracis-33564 59 15 , , PUNCT bracis-33564 59 16 focusing focus VERB bracis-33564 59 17 on on ADP bracis-33564 59 18 diarizing diarize VERB bracis-33564 59 19 speeches speech NOUN bracis-33564 59 20 from from ADP bracis-33564 59 21 the the DET bracis-33564 59 22 chamber chamber NOUN bracis-33564 59 23 of of ADP bracis-33564 59 24 deputies deputy NOUN bracis-33564 59 25 . . PUNCT bracis-33564 60 1 furthermore furthermore ADV bracis-33564 60 2 , , PUNCT bracis-33564 60 3 transcription transcription NOUN bracis-33564 60 4 captures capture VERB bracis-33564 60 5 the the DET bracis-33564 60 6 spoken spoken ADJ bracis-33564 60 7 words word NOUN bracis-33564 60 8 without without ADP bracis-33564 60 9 distinguishing distinguish VERB bracis-33564 60 10 between between ADP bracis-33564 60 11 speakers speaker NOUN bracis-33564 60 12 . . PUNCT bracis-33564 61 1 our our PRON bracis-33564 61 2 goal goal NOUN bracis-33564 61 3 task task NOUN bracis-33564 61 4 , , PUNCT bracis-33564 61 5 diarization diarization NOUN bracis-33564 61 6 , , PUNCT bracis-33564 61 7 goes go VERB bracis-33564 61 8 beyond beyond ADP bracis-33564 61 9 transcription transcription NOUN bracis-33564 61 10 by by ADP bracis-33564 61 11 segmenting segment VERB bracis-33564 61 12 speech speech NOUN bracis-33564 61 13 according accord VERB bracis-33564 61 14 to to ADP bracis-33564 61 15 different different ADJ bracis-33564 61 16 speakers speaker NOUN bracis-33564 61 17 . . PUNCT bracis-33564 62 1 2.3 2.3 NUM bracis-33564 62 2 diarization diarization NOUN bracis-33564 62 3 diarization diarization NOUN bracis-33564 62 4 involves involve VERB bracis-33564 62 5 assigning assign VERB bracis-33564 62 6 audio audio ADJ bracis-33564 62 7 segments segment NOUN bracis-33564 62 8 to to ADP bracis-33564 62 9 the the DET bracis-33564 62 10 appropriate appropriate ADJ bracis-33564 62 11 speaker speaker NOUN bracis-33564 62 12 . . PUNCT bracis-33564 63 1 it it PRON bracis-33564 63 2 can can AUX bracis-33564 63 3 be be AUX bracis-33564 63 4 accomplished accomplish VERB bracis-33564 63 5 through through ADP bracis-33564 63 6 various various ADJ bracis-33564 63 7 techniques technique NOUN bracis-33564 63 8 , , PUNCT bracis-33564 63 9 but but CCONJ bracis-33564 63 10 typically typically ADV bracis-33564 63 11 involves involve VERB bracis-33564 63 12 voice voice NOUN bracis-33564 63 13 activity activity NOUN bracis-33564 63 14 detection detection NOUN bracis-33564 63 15 ( ( PUNCT bracis-33564 63 16 vad vad NOUN bracis-33564 63 17 ) ) PUNCT bracis-33564 63 18 to to PART bracis-33564 63 19 identify identify VERB bracis-33564 63 20 speech speech NOUN bracis-33564 63 21 regions region NOUN bracis-33564 63 22 and and CCONJ bracis-33564 63 23 clustering cluster VERB bracis-33564 63 24 these these DET bracis-33564 63 25 segmented segment VERB bracis-33564 63 26 audio audio ADJ bracis-33564 63 27 portions portion NOUN bracis-33564 63 28 to to PART bracis-33564 63 29 associate associate VERB bracis-33564 63 30 them they PRON bracis-33564 63 31 with with ADP bracis-33564 63 32 individual individual ADJ bracis-33564 63 33 speakers speaker NOUN bracis-33564 64 1 [ [ X bracis-33564 64 2 8 8 NUM bracis-33564 64 3 ] ] PUNCT bracis-33564 64 4 . . PUNCT bracis-33564 65 1 diarization diarization NOUN bracis-33564 65 2 also also ADV bracis-33564 65 3 often often ADV bracis-33564 65 4 includes include VERB bracis-33564 65 5 speaker speaker NOUN bracis-33564 65 6 embedding embed VERB bracis-33564 65 7 extraction extraction NOUN bracis-33564 65 8 , , PUNCT bracis-33564 65 9 where where SCONJ bracis-33564 65 10 speaker speaker NOUN bracis-33564 65 11 characteristics characteristic NOUN bracis-33564 65 12 are be AUX bracis-33564 65 13 encoded encode VERB bracis-33564 65 14 into into ADP bracis-33564 65 15 numerical numerical ADJ bracis-33564 65 16 representations representation NOUN bracis-33564 65 17 . . PUNCT bracis-33564 66 1 these these DET bracis-33564 66 2 embeddings embedding NOUN bracis-33564 66 3 are be AUX bracis-33564 66 4 then then ADV bracis-33564 66 5 utilized utilize VERB bracis-33564 66 6 in in ADP bracis-33564 66 7 the the DET bracis-33564 66 8 clustering clustering ADJ bracis-33564 66 9 process process NOUN bracis-33564 66 10 to to ADP bracis-33564 66 11 group group NOUN bracis-33564 66 12 audio audio ADJ bracis-33564 66 13 segments segment NOUN bracis-33564 66 14 based base VERB bracis-33564 66 15 on on ADP bracis-33564 66 16 speaker speaker NOUN bracis-33564 66 17 similarity similarity NOUN bracis-33564 67 1 [ [ X bracis-33564 67 2 22 22 NUM bracis-33564 67 3 ] ] PUNCT bracis-33564 67 4 . . PUNCT bracis-33564 68 1 our our PRON bracis-33564 68 2 methodology methodology NOUN bracis-33564 68 3 is be AUX bracis-33564 68 4 an an DET bracis-33564 68 5 innovative innovative ADJ bracis-33564 68 6 approach approach NOUN bracis-33564 68 7 to to ADP bracis-33564 68 8 solving solve VERB bracis-33564 68 9 the the DET bracis-33564 68 10 challenges challenge NOUN bracis-33564 68 11 of of ADP bracis-33564 68 12 the the DET bracis-33564 68 13 diarization diarization NOUN bracis-33564 68 14 task task NOUN bracis-33564 68 15 . . PUNCT bracis-33564 69 1 it it PRON bracis-33564 69 2 uses use VERB bracis-33564 69 3 audio audio ADJ bracis-33564 69 4 transcription transcription NOUN bracis-33564 69 5 and and CCONJ bracis-33564 69 6 advanced advanced ADJ bracis-33564 69 7 prompt prompt ADJ bracis-33564 69 8 engineering engineering NOUN bracis-33564 69 9 steps step NOUN bracis-33564 69 10 , , PUNCT bracis-33564 69 11 which which PRON bracis-33564 69 12 are be AUX bracis-33564 69 13 detailed detail VERB bracis-33564 69 14 in in ADP bracis-33564 69 15 sect sect NOUN bracis-33564 69 16 . . PUNCT bracis-33564 69 17     SPACE bracis-33564 69 18 4 4 NUM bracis-33564 69 19 . . X bracis-33564 69 20 2.4 2.4 NUM bracis-33564 69 21 large large ADJ bracis-33564 69 22 language language NOUN bracis-33564 69 23 models model NOUN bracis-33564 69 24 large large ADJ bracis-33564 69 25 language language NOUN bracis-33564 69 26 models model NOUN bracis-33564 69 27 ( ( PUNCT bracis-33564 69 28 llms llm NOUN bracis-33564 69 29 ) ) PUNCT bracis-33564 69 30 based base VERB bracis-33564 69 31 on on ADP bracis-33564 69 32 transformers transformer NOUN bracis-33564 69 33 [ [ X bracis-33564 69 34 27 27 NUM bracis-33564 69 35 ] ] PUNCT bracis-33564 69 36 are be AUX bracis-33564 69 37 an an DET bracis-33564 69 38 essential essential ADJ bracis-33564 69 39 part part NOUN bracis-33564 69 40 of of ADP bracis-33564 69 41 our our PRON bracis-33564 69 42 study study NOUN bracis-33564 69 43 , , PUNCT bracis-33564 69 44 as as SCONJ bracis-33564 69 45 they they PRON bracis-33564 69 46 were be AUX bracis-33564 69 47 used use VERB bracis-33564 69 48 for for ADP bracis-33564 69 49 refining refine VERB bracis-33564 69 50 the the DET bracis-33564 69 51 transcriptions transcription NOUN bracis-33564 69 52 and and CCONJ bracis-33564 69 53 identifying identify VERB bracis-33564 69 54 the the DET bracis-33564 69 55 speakers speaker NOUN bracis-33564 69 56 , , PUNCT bracis-33564 69 57 as as SCONJ bracis-33564 69 58 detailed detailed ADJ bracis-33564 69 59 in in ADP bracis-33564 69 60 sect sect NOUN bracis-33564 69 61 . . PUNCT bracis-33564 69 62     SPACE bracis-33564 70 1 4 4 X bracis-33564 70 2 . . PUNCT bracis-33564 71 1 these these DET bracis-33564 71 2 very very ADV bracis-33564 71 3 deep deep ADJ bracis-33564 71 4 neural neural ADJ bracis-33564 71 5 networks network NOUN bracis-33564 71 6 are be AUX bracis-33564 71 7 trained train VERB bracis-33564 71 8 on on ADP bracis-33564 71 9 extensive extensive ADJ bracis-33564 71 10 datasets dataset NOUN bracis-33564 71 11 , , PUNCT bracis-33564 71 12 enabling enable VERB bracis-33564 71 13 them they PRON bracis-33564 71 14 to to PART bracis-33564 71 15 learn learn VERB bracis-33564 71 16 complex complex ADJ bracis-33564 71 17 patterns pattern NOUN bracis-33564 71 18 . . PUNCT bracis-33564 72 1 each each PRON bracis-33564 72 2 token token VERB bracis-33564 72 3 within within ADP bracis-33564 72 4 the the DET bracis-33564 72 5 model model NOUN bracis-33564 72 6 , , PUNCT bracis-33564 72 7 whether whether SCONJ bracis-33564 72 8 it it PRON bracis-33564 72 9 represents represent VERB bracis-33564 72 10 a a DET bracis-33564 72 11 whole whole ADJ bracis-33564 72 12 word word NOUN bracis-33564 72 13 or or CCONJ bracis-33564 72 14 part part NOUN bracis-33564 72 15 of of ADP bracis-33564 72 16 one one NUM bracis-33564 72 17 , , PUNCT bracis-33564 72 18 is be AUX bracis-33564 72 19 interpreted interpret VERB bracis-33564 72 20 as as ADP bracis-33564 72 21 a a DET bracis-33564 72 22 numerical numerical ADJ bracis-33564 72 23 embedding embedding NOUN bracis-33564 72 24 that that PRON bracis-33564 72 25 encapsulates encapsulate VERB bracis-33564 72 26 its its PRON bracis-33564 72 27 semantic semantic ADJ bracis-33564 72 28 meaning meaning NOUN bracis-33564 72 29 [ [ X bracis-33564 72 30 17 17 NUM bracis-33564 72 31 ] ] PUNCT bracis-33564 72 32 . . PUNCT bracis-33564 73 1 similar similar ADJ bracis-33564 73 2 words word NOUN bracis-33564 73 3 are be AUX bracis-33564 73 4 mapped map VERB bracis-33564 73 5 to to ADP bracis-33564 73 6 embeddings embedding NOUN bracis-33564 73 7 that that PRON bracis-33564 73 8 are be AUX bracis-33564 73 9 close close ADJ bracis-33564 73 10 to to ADP bracis-33564 73 11 each each DET bracis-33564 73 12 other other ADJ bracis-33564 73 13 in in ADP bracis-33564 73 14 a a DET bracis-33564 73 15 high high ADJ bracis-33564 73 16 - - PUNCT bracis-33564 73 17 dimensional dimensional ADJ bracis-33564 73 18 space space NOUN bracis-33564 73 19 , , PUNCT bracis-33564 73 20 facilitating facilitate VERB bracis-33564 73 21 the the DET bracis-33564 73 22 model model NOUN bracis-33564 73 23 ’s ’s PART bracis-33564 73 24 ability ability NOUN bracis-33564 73 25 to to PART bracis-33564 73 26 comprehend comprehend VERB bracis-33564 73 27 semantic semantic ADJ bracis-33564 73 28 relationships relationship NOUN bracis-33564 73 29 . . PUNCT bracis-33564 74 1 the the DET bracis-33564 74 2 breadth breadth NOUN bracis-33564 74 3 and and CCONJ bracis-33564 74 4 quality quality NOUN bracis-33564 74 5 of of ADP bracis-33564 74 6 the the DET bracis-33564 74 7 training training NOUN bracis-33564 74 8 dataset dataset NOUN bracis-33564 74 9 influence influence NOUN bracis-33564 74 10 the the DET bracis-33564 74 11 model model NOUN bracis-33564 74 12 ’s ’s PART bracis-33564 74 13 knowledge knowledge NOUN bracis-33564 74 14 and and CCONJ bracis-33564 74 15 vocabulary vocabulary NOUN bracis-33564 74 16 . . PUNCT bracis-33564 75 1 therefore therefore ADV bracis-33564 75 2 , , PUNCT bracis-33564 75 3 a a DET bracis-33564 75 4 vast vast ADJ bracis-33564 75 5 and and CCONJ bracis-33564 75 6 high high ADJ bracis-33564 75 7 - - PUNCT bracis-33564 75 8 quality quality NOUN bracis-33564 75 9 training training NOUN bracis-33564 75 10 dataset dataset NOUN bracis-33564 75 11 is be AUX bracis-33564 75 12 essential essential ADJ bracis-33564 75 13 to to PART bracis-33564 75 14 ensure ensure VERB bracis-33564 75 15 the the DET bracis-33564 75 16 model model NOUN bracis-33564 75 17 ’s ’s PART bracis-33564 75 18 comprehension comprehension NOUN bracis-33564 75 19 and and CCONJ bracis-33564 75 20 accuracy accuracy NOUN bracis-33564 75 21 . . PUNCT bracis-33564 76 1 3 3 NUM bracis-33564 76 2 related related ADJ bracis-33564 76 3 work work NOUN bracis-33564 76 4 there there PRON bracis-33564 76 5 are be VERB bracis-33564 76 6 several several ADJ bracis-33564 76 7 diarization diarization NOUN bracis-33564 76 8 models model NOUN bracis-33564 76 9 that that PRON bracis-33564 76 10 support support VERB bracis-33564 76 11 the the DET bracis-33564 76 12 english english ADJ bracis-33564 76 13 language language NOUN bracis-33564 76 14 , , PUNCT bracis-33564 76 15 including include VERB bracis-33564 76 16 pyannote pyannote NOUN bracis-33564 76 17 [ [ X bracis-33564 76 18 8 8 NUM bracis-33564 76 19 ] ] PUNCT bracis-33564 76 20 . . PUNCT bracis-33564 77 1 pyannote pyannote PROPN bracis-33564 77 2 works work VERB bracis-33564 77 3 by by ADP bracis-33564 77 4 implementing implement VERB bracis-33564 77 5 tasks task NOUN bracis-33564 77 6 such such ADJ bracis-33564 77 7 as as ADP bracis-33564 77 8 voice voice NOUN bracis-33564 77 9 activity activity NOUN bracis-33564 77 10 detection detection NOUN bracis-33564 77 11 ( ( PUNCT bracis-33564 77 12 vad vad PROPN bracis-33564 77 13 ) ) PUNCT bracis-33564 77 14 , , PUNCT bracis-33564 77 15 speaker speaker NOUN bracis-33564 77 16 change change NOUN bracis-33564 77 17 detection detection NOUN bracis-33564 77 18 ( ( PUNCT bracis-33564 77 19 scd scd NOUN bracis-33564 77 20 ) ) PUNCT bracis-33564 77 21 , , PUNCT bracis-33564 77 22 and and CCONJ bracis-33564 77 23 overlapped overlapped ADJ bracis-33564 77 24 speech speech NOUN bracis-33564 77 25 detection detection NOUN bracis-33564 77 26 ( ( PUNCT bracis-33564 77 27 osd osd PROPN bracis-33564 77 28 ) ) PUNCT bracis-33564 77 29 , , PUNCT bracis-33564 77 30 which which PRON bracis-33564 77 31 assign assign VERB bracis-33564 77 32 a a DET bracis-33564 77 33 value value NOUN bracis-33564 77 34 of of ADP bracis-33564 77 35 1 1 NUM bracis-33564 77 36 if if SCONJ bracis-33564 77 37 the the DET bracis-33564 77 38 event event NOUN bracis-33564 77 39 occurs occur VERB bracis-33564 77 40 and and CCONJ bracis-33564 77 41 0 0 NUM bracis-33564 77 42 otherwise otherwise ADV bracis-33564 77 43 . . PUNCT bracis-33564 78 1 additionally additionally ADV bracis-33564 78 2 , , PUNCT bracis-33564 78 3 re re NOUN bracis-33564 78 4 - - NOUN bracis-33564 78 5 segmentation segmentation NOUN bracis-33564 78 6 is be AUX bracis-33564 78 7 used use VERB bracis-33564 78 8 to to PART bracis-33564 78 9 refine refine VERB bracis-33564 78 10 the the DET bracis-33564 78 11 boundaries boundary NOUN bracis-33564 78 12 and and CCONJ bracis-33564 78 13 labels label NOUN bracis-33564 78 14 of of ADP bracis-33564 78 15 speech speech NOUN bracis-33564 78 16 segments segment NOUN bracis-33564 78 17 , , PUNCT bracis-33564 78 18 assigning assign VERB bracis-33564 78 19 a a DET bracis-33564 78 20 label label NOUN bracis-33564 78 21 of of ADP bracis-33564 78 22 0 0 NUM bracis-33564 78 23 when when SCONJ bracis-33564 78 24 no no DET bracis-33564 78 25 speaker speaker NOUN bracis-33564 78 26 is be AUX bracis-33564 78 27 active active ADJ bracis-33564 78 28 and and CCONJ bracis-33564 78 29 the the DET bracis-33564 78 30 corresponding corresponding ADJ bracis-33564 78 31 speaker speaker NOUN bracis-33564 78 32 ’s ’s PART bracis-33564 78 33 label label NOUN bracis-33564 78 34 when when SCONJ bracis-33564 78 35 they they PRON bracis-33564 78 36 are be AUX bracis-33564 78 37 speaking speak VERB bracis-33564 78 38 . . PUNCT bracis-33564 79 1 google google PROPN bracis-33564 79 2 also also ADV bracis-33564 79 3 offers offer VERB bracis-33564 79 4 a a DET bracis-33564 79 5 model model NOUN bracis-33564 79 6 widely widely ADV bracis-33564 79 7 used use VERB bracis-33564 79 8 for for ADP bracis-33564 79 9 speech speech NOUN bracis-33564 79 10 diarization diarization NOUN bracis-33564 79 11 on on ADP bracis-33564 79 12 its its PRON bracis-33564 79 13 cloud cloud NOUN bracis-33564 79 14 platform platform NOUN bracis-33564 79 15 , , PUNCT bracis-33564 79 16 the the DET bracis-33564 79 17 speech speech NOUN bracis-33564 79 18 - - PUNCT bracis-33564 79 19 to to ADP bracis-33564 79 20 - - PUNCT bracis-33564 79 21 text text NOUN bracis-33564 79 22 api api NOUN bracis-33564 79 23 . . PUNCT bracis-33564 80 1 both both DET bracis-33564 80 2 versions version NOUN bracis-33564 80 3 , , PUNCT bracis-33564 80 4 v1 v1 NOUN bracis-33564 80 5 and and CCONJ bracis-33564 80 6 the the DET bracis-33564 80 7 recently recently ADV bracis-33564 80 8 introduced introduce VERB bracis-33564 80 9 v2 v2 PROPN bracis-33564 80 10 , , PUNCT bracis-33564 80 11 can can AUX bracis-33564 80 12 be be AUX bracis-33564 80 13 used use VERB bracis-33564 80 14 for for ADP bracis-33564 80 15 this this DET bracis-33564 80 16 task task NOUN bracis-33564 80 17 in in ADP bracis-33564 80 18 english english PROPN bracis-33564 80 19 . . PUNCT bracis-33564 81 1 unfortunately unfortunately ADV bracis-33564 81 2 , , PUNCT bracis-33564 81 3 all all DET bracis-33564 81 4 aforementioned aforementione VERB bracis-33564 81 5 tools tool NOUN bracis-33564 81 6 lack lack VERB bracis-33564 81 7 support support NOUN bracis-33564 81 8 for for ADP bracis-33564 81 9 the the DET bracis-33564 81 10 portuguese portuguese ADJ bracis-33564 81 11 language language NOUN bracis-33564 81 12 . . PUNCT bracis-33564 82 1 therefore therefore ADV bracis-33564 82 2 , , PUNCT bracis-33564 82 3 we we PRON bracis-33564 82 4 explored explore VERB bracis-33564 82 5 other other ADJ bracis-33564 82 6 multilingual multilingual ADJ bracis-33564 82 7 options option NOUN bracis-33564 82 8 , , PUNCT bracis-33564 82 9 such such ADJ bracis-33564 82 10 as as ADP bracis-33564 82 11 oracle oracle NOUN bracis-33564 82 12 speech speech NOUN bracis-33564 82 13 ai ai VERB bracis-33564 82 14 or or CCONJ bracis-33564 82 15 assembly assembly NOUN bracis-33564 82 16 ai ai VERB bracis-33564 82 17 , , PUNCT bracis-33564 82 18 which which PRON bracis-33564 82 19 we we PRON bracis-33564 82 20 tested test VERB bracis-33564 82 21 and and CCONJ bracis-33564 82 22 compared compare VERB bracis-33564 82 23 against against ADP bracis-33564 82 24 our our PRON bracis-33564 82 25 approach approach NOUN bracis-33564 82 26 . . PUNCT bracis-33564 83 1 the the DET bracis-33564 83 2 oracle oracle PROPN bracis-33564 83 3 speech speech NOUN bracis-33564 83 4 ai ai VERB bracis-33564 83 5 service service NOUN bracis-33564 83 6 [ [ X bracis-33564 83 7 20 20 NUM bracis-33564 83 8 ] ] PUNCT bracis-33564 83 9 offers offer VERB bracis-33564 83 10 a a DET bracis-33564 83 11 range range NOUN bracis-33564 83 12 of of ADP bracis-33564 83 13 functionalities functionality NOUN bracis-33564 83 14 , , PUNCT bracis-33564 83 15 including include VERB bracis-33564 83 16 transcriptions transcription NOUN bracis-33564 83 17 utilizing utilize VERB bracis-33564 83 18 the the DET bracis-33564 83 19 whisper whisper NOUN bracis-33564 83 20 model model NOUN bracis-33564 83 21 , , PUNCT bracis-33564 83 22 which which PRON bracis-33564 83 23 supports support VERB bracis-33564 83 24 over over ADP bracis-33564 83 25 50 50 NUM bracis-33564 83 26 languages language NOUN bracis-33564 83 27 . . PUNCT bracis-33564 84 1 additionally additionally ADV bracis-33564 84 2 , , PUNCT bracis-33564 84 3 it it PRON bracis-33564 84 4 provides provide VERB bracis-33564 84 5 features feature NOUN bracis-33564 84 6 such such ADJ bracis-33564 84 7 as as ADP bracis-33564 84 8 text text NOUN bracis-33564 84 9 normalization normalization NOUN bracis-33564 84 10 , , PUNCT bracis-33564 84 11 profanity profanity NOUN bracis-33564 84 12 filtering filtering NOUN bracis-33564 84 13 , , PUNCT bracis-33564 84 14 and and CCONJ bracis-33564 84 15 confidence confidence NOUN bracis-33564 84 16 scoring scoring NOUN bracis-33564 84 17 per per ADP bracis-33564 84 18 word word NOUN bracis-33564 84 19 . . PUNCT bracis-33564 85 1 moreover moreover ADV bracis-33564 85 2 , , PUNCT bracis-33564 85 3 it it PRON bracis-33564 85 4 has have VERB bracis-33564 85 5 the the DET bracis-33564 85 6 ability ability NOUN bracis-33564 85 7 to to PART bracis-33564 85 8 recognize recognize VERB bracis-33564 85 9 between between ADP bracis-33564 85 10 2 2 NUM bracis-33564 85 11 and and CCONJ bracis-33564 85 12 16 16 NUM bracis-33564 85 13 distinct distinct ADJ bracis-33564 85 14 speakers speaker NOUN bracis-33564 85 15 . . PUNCT bracis-33564 86 1 however however ADV bracis-33564 86 2 , , PUNCT bracis-33564 86 3 the the DET bracis-33564 86 4 lack lack NOUN bracis-33564 86 5 of of ADP bracis-33564 86 6 detailed detailed ADJ bracis-33564 86 7 information information NOUN bracis-33564 86 8 about about ADP bracis-33564 86 9 the the DET bracis-33564 86 10 training training NOUN bracis-33564 86 11 of of ADP bracis-33564 86 12 their their PRON bracis-33564 86 13 diarization diarization NOUN bracis-33564 86 14 model model NOUN bracis-33564 86 15 makes make VERB bracis-33564 86 16 it it PRON bracis-33564 86 17 difficult difficult ADJ bracis-33564 86 18 to to PART bracis-33564 86 19 understand understand VERB bracis-33564 86 20 the the DET bracis-33564 86 21 internal internal ADJ bracis-33564 86 22 mechanisms mechanism NOUN bracis-33564 86 23 of of ADP bracis-33564 86 24 the the DET bracis-33564 86 25 service service NOUN bracis-33564 86 26 . . PUNCT bracis-33564 87 1 on on ADP bracis-33564 87 2 the the DET bracis-33564 87 3 other other ADJ bracis-33564 87 4 hand hand NOUN bracis-33564 87 5 , , PUNCT bracis-33564 87 6 the the DET bracis-33564 87 7 assembly assembly NOUN bracis-33564 87 8 ai ai VERB bracis-33564 87 9 service service NOUN bracis-33564 87 10 [ [ X bracis-33564 87 11 6 6 NUM bracis-33564 87 12 ] ] PUNCT bracis-33564 87 13 also also ADV bracis-33564 87 14 includes include VERB bracis-33564 87 15 stt stt PROPN bracis-33564 87 16 functionalities functionality NOUN bracis-33564 87 17 such such ADJ bracis-33564 87 18 as as ADP bracis-33564 87 19 speech speech NOUN bracis-33564 87 20 recognition recognition NOUN bracis-33564 87 21 and and CCONJ bracis-33564 87 22 diarization diarization NOUN bracis-33564 87 23 . . PUNCT bracis-33564 88 1 the the DET bracis-33564 88 2 speech speech NOUN bracis-33564 88 3 recognition recognition NOUN bracis-33564 88 4 models model NOUN bracis-33564 88 5 supported support VERB bracis-33564 88 6 by by ADP bracis-33564 88 7 this this DET bracis-33564 88 8 service service NOUN bracis-33564 88 9 are be AUX bracis-33564 88 10 best good ADJ bracis-33564 88 11 and and CCONJ bracis-33564 88 12 nano nano NOUN bracis-33564 88 13 . . PUNCT bracis-33564 89 1 however however ADV bracis-33564 89 2 , , PUNCT bracis-33564 89 3 there there PRON bracis-33564 89 4 is be VERB bracis-33564 89 5 also also ADV bracis-33564 89 6 not not PART bracis-33564 89 7 much much ADJ bracis-33564 89 8 information information NOUN bracis-33564 89 9 available available ADJ bracis-33564 89 10 about about ADP bracis-33564 89 11 the the DET bracis-33564 89 12 methodology methodology NOUN bracis-33564 89 13 employed employ VERB bracis-33564 89 14 in in ADP bracis-33564 89 15 their their PRON bracis-33564 89 16 diarization diarization NOUN bracis-33564 89 17 process process NOUN bracis-33564 89 18 . . PUNCT bracis-33564 90 1 4 4 NUM bracis-33564 90 2 materials material NOUN bracis-33564 90 3 and and CCONJ bracis-33564 90 4     SPACE bracis-33564 90 5 methods method NOUN bracis-33564 90 6 4.1 4.1 NUM bracis-33564 90 7 dataset dataset NOUN bracis-33564 90 8 as as ADP bracis-33564 90 9 mentioned mention VERB bracis-33564 90 10 , , PUNCT bracis-33564 90 11 there there PRON bracis-33564 90 12 are be VERB bracis-33564 90 13 very very ADV bracis-33564 90 14 few few ADJ bracis-33564 90 15 public public ADJ bracis-33564 90 16 videos video NOUN bracis-33564 90 17 with with ADP bracis-33564 90 18 identified identify VERB bracis-33564 90 19 speakers speaker NOUN bracis-33564 90 20 in in ADP bracis-33564 90 21 portuguese portuguese PROPN bracis-33564 90 22 . . PUNCT bracis-33564 91 1 hence hence ADV bracis-33564 91 2 , , PUNCT bracis-33564 91 3 the the DET bracis-33564 91 4 resource resource NOUN bracis-33564 91 5 used use VERB bracis-33564 91 6 in in ADP bracis-33564 91 7 our our PRON bracis-33564 91 8 study study NOUN bracis-33564 91 9 was be AUX bracis-33564 91 10 one one NUM bracis-33564 91 11 of of ADP bracis-33564 91 12 the the DET bracis-33564 91 13 few few ADJ bracis-33564 91 14 available available ADJ bracis-33564 91 15 , , PUNCT bracis-33564 91 16 obtained obtain VERB bracis-33564 91 17 from from ADP bracis-33564 91 18 the the DET bracis-33564 91 19 “ " PUNCT bracis-33564 91 20 ordem ordem PROPN bracis-33564 91 21 do do PROPN bracis-33564 91 22 dia dia PROPN bracis-33564 91 23 ” " PUNCT bracis-33564 91 24 part part NOUN bracis-33564 91 25 of of ADP bracis-33564 91 26 the the DET bracis-33564 91 27 sessions session NOUN bracis-33564 91 28 of of ADP bracis-33564 91 29 the the DET bracis-33564 91 30 brazilian brazilian ADJ bracis-33564 91 31 chamber chamber NOUN bracis-33564 91 32 of of ADP bracis-33564 91 33 deputies deputy NOUN bracis-33564 91 34 [ [ X bracis-33564 91 35 10 10 NUM bracis-33564 91 36 ] ] PUNCT bracis-33564 91 37 . . PUNCT bracis-33564 92 1 given give VERB bracis-33564 92 2 the the DET bracis-33564 92 3 source source NOUN bracis-33564 92 4 ’s ’s PART bracis-33564 92 5 relevance relevance NOUN bracis-33564 92 6 , , PUNCT bracis-33564 92 7 the the DET bracis-33564 92 8 data data NOUN bracis-33564 92 9 is be AUX bracis-33564 92 10 from from ADP bracis-33564 92 11 a a DET bracis-33564 92 12 trusted trust VERB bracis-33564 92 13 source source NOUN bracis-33564 92 14 , , PUNCT bracis-33564 92 15 which which PRON bracis-33564 92 16 makes make VERB bracis-33564 92 17 it it PRON bracis-33564 92 18 suitable suitable ADJ bracis-33564 92 19 for for ADP bracis-33564 92 20 evaluating evaluate VERB bracis-33564 92 21 our our PRON bracis-33564 92 22 method method NOUN bracis-33564 92 23 . . PUNCT bracis-33564 93 1 another another DET bracis-33564 93 2 reason reason NOUN bracis-33564 93 3 why why SCONJ bracis-33564 93 4 this this DET bracis-33564 93 5 dataset dataset NOUN bracis-33564 93 6 was be AUX bracis-33564 93 7 chosen choose VERB bracis-33564 93 8 is be AUX bracis-33564 93 9 due due ADJ bracis-33564 93 10 to to ADP bracis-33564 93 11 its its PRON bracis-33564 93 12 sudden sudden ADJ bracis-33564 93 13 changes change NOUN bracis-33564 93 14 in in ADP bracis-33564 93 15 speakers speaker NOUN bracis-33564 93 16 . . PUNCT bracis-33564 94 1 while while SCONJ bracis-33564 94 2 a a DET bracis-33564 94 3 number number NOUN bracis-33564 94 4 of of ADP bracis-33564 94 5 videos video NOUN bracis-33564 94 6 have have VERB bracis-33564 94 7 speaker speaker NOUN bracis-33564 94 8 identification identification NOUN bracis-33564 94 9 , , PUNCT bracis-33564 94 10 most most ADJ bracis-33564 94 11 of of ADP bracis-33564 94 12 these these DET bracis-33564 94 13 instances instance NOUN bracis-33564 94 14 are be AUX bracis-33564 94 15 singular singular ADJ bracis-33564 94 16 . . PUNCT bracis-33564 95 1 this this PRON bracis-33564 95 2 means mean VERB bracis-33564 95 3 that that SCONJ bracis-33564 95 4 when when SCONJ bracis-33564 95 5 one one NUM bracis-33564 95 6 person person NOUN bracis-33564 95 7 speaks speak VERB bracis-33564 95 8 , , PUNCT bracis-33564 95 9 there there PRON bracis-33564 95 10 is be VERB bracis-33564 95 11 usually usually ADV bracis-33564 95 12 a a DET bracis-33564 95 13 pause pause NOUN bracis-33564 95 14 before before SCONJ bracis-33564 95 15 another another DET bracis-33564 95 16 person person NOUN bracis-33564 95 17 responds respond VERB bracis-33564 95 18 . . PUNCT bracis-33564 96 1 on on ADP bracis-33564 96 2 the the DET bracis-33564 96 3 other other ADJ bracis-33564 96 4 hand hand NOUN bracis-33564 96 5 , , PUNCT bracis-33564 96 6 our our PRON bracis-33564 96 7 dataset dataset NOUN bracis-33564 96 8 does do AUX bracis-33564 96 9 not not PART bracis-33564 96 10 follow follow VERB bracis-33564 96 11 a a DET bracis-33564 96 12 specific specific ADJ bracis-33564 96 13 order order NOUN bracis-33564 96 14 when when SCONJ bracis-33564 96 15 people people NOUN bracis-33564 96 16 are be AUX bracis-33564 96 17 speaking speak VERB bracis-33564 96 18 ; ; PUNCT bracis-33564 96 19 anyone anyone PRON bracis-33564 96 20 can can AUX bracis-33564 96 21 interrupt interrupt VERB bracis-33564 96 22 and and CCONJ bracis-33564 96 23 start start VERB bracis-33564 96 24 talking talk VERB bracis-33564 96 25 at at ADP bracis-33564 96 26 any any DET bracis-33564 96 27 time time NOUN bracis-33564 96 28 . . PUNCT bracis-33564 97 1 this this DET bracis-33564 97 2 characteristic characteristic NOUN bracis-33564 97 3 makes make VERB bracis-33564 97 4 it it PRON bracis-33564 97 5 ideal ideal ADJ bracis-33564 97 6 for for ADP bracis-33564 97 7 our our PRON bracis-33564 97 8 purposes purpose NOUN bracis-33564 97 9 , , PUNCT bracis-33564 97 10 as as SCONJ bracis-33564 97 11 we we PRON bracis-33564 97 12 want want VERB bracis-33564 97 13 to to PART bracis-33564 97 14 develop develop VERB bracis-33564 97 15 a a DET bracis-33564 97 16 method method NOUN bracis-33564 97 17 that that PRON bracis-33564 97 18 can can AUX bracis-33564 97 19 skillfully skillfully ADV bracis-33564 97 20 handle handle VERB bracis-33564 97 21 complex complex ADJ bracis-33564 97 22 conversational conversational ADJ bracis-33564 97 23 dynamics dynamic NOUN bracis-33564 97 24 . . PUNCT bracis-33564 98 1 it it PRON bracis-33564 98 2 is be AUX bracis-33564 98 3 worth worth ADJ bracis-33564 98 4 mentioning mention VERB bracis-33564 98 5 that that SCONJ bracis-33564 98 6 some some DET bracis-33564 98 7 video video NOUN bracis-33564 98 8 transcripts transcript NOUN bracis-33564 98 9 may may AUX bracis-33564 98 10 not not PART bracis-33564 98 11 be be AUX bracis-33564 98 12 entirely entirely ADV bracis-33564 98 13 accurate accurate ADJ bracis-33564 98 14 , , PUNCT bracis-33564 98 15 as as SCONJ bracis-33564 98 16 some some DET bracis-33564 98 17 instances instance NOUN bracis-33564 98 18 may may AUX bracis-33564 98 19 not not PART bracis-33564 98 20 follow follow VERB bracis-33564 98 21 the the DET bracis-33564 98 22 exact exact ADJ bracis-33564 98 23 order order NOUN bracis-33564 98 24 of of ADP bracis-33564 98 25 the the DET bracis-33564 98 26 speakers speaker NOUN bracis-33564 98 27 , , PUNCT bracis-33564 98 28 having have VERB bracis-33564 98 29 slightly slightly ADV bracis-33564 98 30 different different ADJ bracis-33564 98 31 lines line NOUN bracis-33564 98 32 from from ADP bracis-33564 98 33 the the DET bracis-33564 98 34 original original ADJ bracis-33564 98 35 ones one NOUN bracis-33564 98 36 . . PUNCT bracis-33564 99 1 for for ADP bracis-33564 99 2 example example NOUN bracis-33564 99 3 , , PUNCT bracis-33564 99 4 in in ADP bracis-33564 99 5 the the DET bracis-33564 99 6 session session NOUN bracis-33564 99 7 entitled entitle VERB bracis-33564 99 8 “ " PUNCT bracis-33564 99 9 2nd 2nd ADJ bracis-33564 99 10 ordinary ordinary ADJ bracis-33564 99 11 legislative legislative ADJ bracis-33564 99 12 session session NOUN bracis-33564 99 13 of of ADP bracis-33564 99 14 the the DET bracis-33564 99 15 57th 57th ADJ bracis-33564 99 16 legislature legislature NOUN bracis-33564 99 17 , , PUNCT bracis-33564 99 18 109th 109th ADJ bracis-33564 99 19 session session NOUN bracis-33564 99 20 ” " PUNCT bracis-33564 99 21 , , PUNCT bracis-33564 99 22 at at ADP bracis-33564 99 23 the the DET bracis-33564 99 24 13:56 13:56 NUM bracis-33564 99 25 mark mark NOUN bracis-33564 99 26 , , PUNCT bracis-33564 99 27 the the DET bracis-33564 99 28 audio audio NOUN bracis-33564 99 29 says say VERB bracis-33564 99 30 : : PUNCT bracis-33564 99 31 “ " PUNCT bracis-33564 99 32 pelo pelo PROPN bracis-33564 99 33 rio rio PROPN bracis-33564 99 34 de de PROPN bracis-33564 99 35 janeiro janeiro PROPN bracis-33564 99 36 no no DET bracis-33564 99 37 rio rio PROPN bracis-33564 99 38 de de PROPN bracis-33564 99 39 janeiro janeiro PROPN bracis-33564 99 40 , , PUNCT bracis-33564 99 41 nós nós PROPN bracis-33564 99 42 vamos vamos PROPN bracis-33564 99 43 ouvir ouvir PROPN bracis-33564 99 44 ela ela PROPN bracis-33564 99 45 , , PUNCT bracis-33564 99 46 que que PROPN bracis-33564 99 47 foi foi PROPN bracis-33564 99 48 senadora senadora PROPN bracis-33564 99 49 , , PUNCT bracis-33564 99 50 governadora governadora PROPN bracis-33564 99 51 , , PUNCT bracis-33564 99 52 deputada deputada PROPN bracis-33564 99 53 federal federal PROPN bracis-33564 99 54 , , PUNCT bracis-33564 99 55 que que X bracis-33564 99 56 é é PROPN bracis-33564 99 57 a a DET bracis-33564 99 58 nossa nossa PROPN bracis-33564 99 59 deputada deputada PROPN bracis-33564 99 60 . . PUNCT bracis-33564 99 61 ” " PUNCT bracis-33564 100 1 the the DET bracis-33564 100 2 transcript transcript NOUN bracis-33564 100 3 ’s ’s PART bracis-33564 100 4 meaning meaning NOUN bracis-33564 100 5 remains remain VERB bracis-33564 100 6 the the DET bracis-33564 100 7 same same ADJ bracis-33564 100 8 , , PUNCT bracis-33564 100 9 but but CCONJ bracis-33564 100 10 with with ADP bracis-33564 100 11 some some DET bracis-33564 100 12 new new ADJ bracis-33564 100 13 words word NOUN bracis-33564 100 14 and and CCONJ bracis-33564 100 15 is be AUX bracis-33564 100 16 organized organize VERB bracis-33564 100 17 differently differently ADV bracis-33564 100 18 : : PUNCT bracis-33564 100 19 “ " PUNCT bracis-33564 100 20 pelo pelo PROPN bracis-33564 100 21 rio rio PROPN bracis-33564 100 22 de de PROPN bracis-33564 100 23 janeiro janeiro PROPN bracis-33564 100 24 com com VERB bracis-33564 100 25 a a DET bracis-33564 100 26 ex ex NOUN bracis-33564 100 27 - - NOUN bracis-33564 100 28 senadora senadora ADJ bracis-33564 100 29 , , PUNCT bracis-33564 100 30 ex ex NOUN bracis-33564 100 31 - - NOUN bracis-33564 100 32 governadora governadora ADJ bracis-33564 100 33 e e PROPN bracis-33564 100 34 deputada deputada PROPN bracis-33564 100 35 federal federal PROPN bracis-33564 100 36 . . PUNCT bracis-33564 100 37 ” " PUNCT bracis-33564 101 1 given give VERB bracis-33564 101 2 the the DET bracis-33564 101 3 inconsistencies inconsistency NOUN bracis-33564 101 4 between between ADP bracis-33564 101 5 the the DET bracis-33564 101 6 actual actual ADJ bracis-33564 101 7 audio audio NOUN bracis-33564 101 8 and and CCONJ bracis-33564 101 9 the the DET bracis-33564 101 10 written write VERB bracis-33564 101 11 transcription transcription NOUN bracis-33564 101 12 , , PUNCT bracis-33564 101 13 we we PRON bracis-33564 101 14 used use VERB bracis-33564 101 15 each each PRON bracis-33564 101 16 of of ADP bracis-33564 101 17 whisper whisper NOUN bracis-33564 101 18 ’s ’s PART bracis-33564 101 19 transcriptions transcription NOUN bracis-33564 101 20 as as ADP bracis-33564 101 21 the the DET bracis-33564 101 22 ground ground NOUN bracis-33564 101 23 truth truth NOUN bracis-33564 101 24 . . PUNCT bracis-33564 102 1 we we PRON bracis-33564 102 2 then then ADV bracis-33564 102 3 manually manually ADV bracis-33564 102 4 inserted insert VERB bracis-33564 102 5 the the DET bracis-33564 102 6 real real ADJ bracis-33564 102 7 speakers speaker NOUN bracis-33564 102 8 and and CCONJ bracis-33564 102 9 their their PRON bracis-33564 102 10 labels label NOUN bracis-33564 102 11 . . PUNCT bracis-33564 103 1 that that PRON bracis-33564 103 2 resulted result VERB bracis-33564 103 3 in in ADP bracis-33564 103 4 a a DET bracis-33564 103 5 better well ADJ bracis-33564 103 6 evaluation evaluation NOUN bracis-33564 103 7 of of ADP bracis-33564 103 8 our our PRON bracis-33564 103 9 method method NOUN bracis-33564 103 10 and and CCONJ bracis-33564 103 11 ensured ensure VERB bracis-33564 103 12 that that SCONJ bracis-33564 103 13 the the DET bracis-33564 103 14 transcriptions transcription NOUN bracis-33564 103 15 were be AUX bracis-33564 103 16 adequate adequate ADJ bracis-33564 103 17 . . PUNCT bracis-33564 104 1 despite despite SCONJ bracis-33564 104 2 these these DET bracis-33564 104 3 discrepancies discrepancy NOUN bracis-33564 104 4 , , PUNCT bracis-33564 104 5 our our PRON bracis-33564 104 6 final final ADJ bracis-33564 104 7 goal goal NOUN bracis-33564 104 8 was be AUX bracis-33564 104 9 speaker speaker NOUN bracis-33564 104 10 diarization diarization NOUN bracis-33564 104 11 . . PUNCT bracis-33564 105 1 therefore therefore ADV bracis-33564 105 2 , , PUNCT bracis-33564 105 3 we we PRON bracis-33564 105 4 focused focus VERB bracis-33564 105 5 solely solely ADV bracis-33564 105 6 on on ADP bracis-33564 105 7 identifying identify VERB bracis-33564 105 8 the the DET bracis-33564 105 9 speakers speaker NOUN bracis-33564 105 10 rather rather ADV bracis-33564 105 11 than than ADP bracis-33564 105 12 ensuring ensure VERB bracis-33564 105 13 perfect perfect ADJ bracis-33564 105 14 correspondence correspondence NOUN bracis-33564 105 15 between between ADP bracis-33564 105 16 the the DET bracis-33564 105 17 audio audio NOUN bracis-33564 105 18 and and CCONJ bracis-33564 105 19 transcripts transcript NOUN bracis-33564 105 20 , , PUNCT bracis-33564 105 21 even even ADV bracis-33564 105 22 though though SCONJ bracis-33564 105 23 we we PRON bracis-33564 105 24 manually manually ADV bracis-33564 105 25 inserted insert VERB bracis-33564 105 26 the the DET bracis-33564 105 27 speaker speaker NOUN bracis-33564 105 28 labels label NOUN bracis-33564 105 29 . . PUNCT bracis-33564 106 1 4.2 4.2 NUM bracis-33564 106 2 diarization diarization NOUN bracis-33564 106 3 strategy strategy NOUN bracis-33564 106 4 our our PRON bracis-33564 106 5 approach approach NOUN bracis-33564 106 6 involves involve VERB bracis-33564 106 7 two two NUM bracis-33564 106 8 key key ADJ bracis-33564 106 9 stages stage NOUN bracis-33564 106 10 : : PUNCT bracis-33564 106 11 transcribing transcribe VERB bracis-33564 106 12 audio audio NOUN bracis-33564 106 13 from from ADP bracis-33564 106 14 videos video NOUN bracis-33564 106 15 and and CCONJ bracis-33564 106 16 processing process VERB bracis-33564 106 17 the the DET bracis-33564 106 18 resulting result VERB bracis-33564 106 19 text text NOUN bracis-33564 106 20 with with ADP bracis-33564 106 21 generative generative ADJ bracis-33564 106 22 models model NOUN bracis-33564 106 23 to to PART bracis-33564 106 24 identify identify VERB bracis-33564 106 25 the the DET bracis-33564 106 26 speakersfootnote speakersfootnote NOUN bracis-33564 106 27 1 1 NUM bracis-33564 106 28 . . PUNCT bracis-33564 107 1 we we PRON bracis-33564 107 2 utilized utilize VERB bracis-33564 107 3 whisper whisper VERB bracis-33564 107 4 large large ADJ bracis-33564 107 5 - - PUNCT bracis-33564 107 6 v2 v2 NOUN bracis-33564 107 7 [ [ X bracis-33564 107 8 24 24 NUM bracis-33564 107 9 ] ] PUNCT bracis-33564 107 10 to to PART bracis-33564 107 11 transcribe transcribe VERB bracis-33564 107 12 eight eight NUM bracis-33564 107 13 parts part NOUN bracis-33564 107 14 of of ADP bracis-33564 107 15 sessions session NOUN bracis-33564 107 16 from from ADP bracis-33564 107 17 the the DET bracis-33564 107 18 brazilian brazilian ADJ bracis-33564 107 19 chamber chamber NOUN bracis-33564 107 20 of of ADP bracis-33564 107 21 deputies deputy NOUN bracis-33564 107 22 held hold VERB bracis-33564 107 23 in in ADP bracis-33564 107 24 2024 2024 NUM bracis-33564 107 25 . . PUNCT bracis-33564 108 1 each each DET bracis-33564 108 2 part part NOUN bracis-33564 108 3 of of ADP bracis-33564 108 4 the the DET bracis-33564 108 5 session session NOUN bracis-33564 108 6 lasted last VERB bracis-33564 108 7 for for ADP bracis-33564 108 8 4 4 NUM bracis-33564 108 9     SPACE bracis-33564 108 10 min min NOUN bracis-33564 108 11 , , PUNCT bracis-33564 108 12 providing provide VERB bracis-33564 108 13 substantial substantial ADJ bracis-33564 108 14 audio audio ADJ bracis-33564 108 15 data datum NOUN bracis-33564 108 16 for for ADP bracis-33564 108 17 analysis analysis NOUN bracis-33564 108 18 . . PUNCT bracis-33564 109 1 for for ADP bracis-33564 109 2 text text NOUN bracis-33564 109 3 refinement refinement NOUN bracis-33564 109 4 and and CCONJ bracis-33564 109 5 speaker speaker NOUN bracis-33564 109 6 diarization diarization NOUN bracis-33564 109 7 , , PUNCT bracis-33564 109 8 we we PRON bracis-33564 109 9 employed employ VERB bracis-33564 109 10 the the DET bracis-33564 109 11 advanced advanced ADJ bracis-33564 109 12 gpt-4o gpt-4o ADJ bracis-33564 109 13 generative generative ADJ bracis-33564 109 14 model model NOUN bracis-33564 109 15 . . PUNCT bracis-33564 110 1 furthermore furthermore ADV bracis-33564 110 2 , , PUNCT bracis-33564 110 3 we we PRON bracis-33564 110 4 developed develop VERB bracis-33564 110 5 a a DET bracis-33564 110 6 prompt prompt ADJ bracis-33564 110 7 engineering engineering NOUN bracis-33564 110 8 method method NOUN bracis-33564 110 9 to to PART bracis-33564 110 10 guide guide VERB bracis-33564 110 11 the the DET bracis-33564 110 12 models model NOUN bracis-33564 110 13 in in ADP bracis-33564 110 14 both both PRON bracis-33564 110 15 refining refine VERB bracis-33564 110 16 the the DET bracis-33564 110 17 transcriptions transcription NOUN bracis-33564 110 18 and and CCONJ bracis-33564 110 19 generating generate VERB bracis-33564 110 20 the the DET bracis-33564 110 21 speaker speaker NOUN bracis-33564 110 22 predictions prediction NOUN bracis-33564 110 23 , , PUNCT bracis-33564 110 24 aiming aim VERB bracis-33564 110 25 to to PART bracis-33564 110 26 refine refine VERB bracis-33564 110 27 the the DET bracis-33564 110 28 output output NOUN bracis-33564 110 29 and and CCONJ bracis-33564 110 30 ensure ensure VERB bracis-33564 110 31 speaker speaker NOUN bracis-33564 110 32 identification identification NOUN bracis-33564 110 33 accuracy accuracy NOUN bracis-33564 110 34 . . PUNCT bracis-33564 111 1 fig fig NOUN bracis-33564 111 2 . . PUNCT bracis-33564 112 1 1 1 X bracis-33564 112 2 . . X bracis-33564 112 3 pipeline pipeline NOUN bracis-33564 112 4 of of ADP bracis-33564 112 5 the the DET bracis-33564 112 6 proposed propose VERB bracis-33564 112 7 architecture architecture NOUN bracis-33564 112 8 . . PUNCT bracis-33564 113 1 gm gm PROPN bracis-33564 113 2 = = PUNCT bracis-33564 113 3 generative generative ADJ bracis-33564 113 4 model model NOUN bracis-33564 113 5 . . PUNCT bracis-33564 114 1 full full ADJ bracis-33564 114 2 size size NOUN bracis-33564 114 3 image image NOUN bracis-33564 114 4 an an DET bracis-33564 114 5 overview overview NOUN bracis-33564 114 6 of of ADP bracis-33564 114 7 the the DET bracis-33564 114 8 process process NOUN bracis-33564 114 9 can can AUX bracis-33564 114 10 be be AUX bracis-33564 114 11 found find VERB bracis-33564 114 12 in in ADP bracis-33564 114 13 fig fig NOUN bracis-33564 114 14 . . PUNCT bracis-33564 114 15     SPACE bracis-33564 115 1 1 1 X bracis-33564 115 2 . . PUNCT bracis-33564 116 1 it it PRON bracis-33564 116 2 begins begin VERB bracis-33564 116 3 by by ADP bracis-33564 116 4 transcribing transcribe VERB bracis-33564 116 5 the the DET bracis-33564 116 6 video video NOUN bracis-33564 116 7 with with ADP bracis-33564 116 8 whisper whisper NOUN bracis-33564 116 9 , , PUNCT bracis-33564 116 10 and and CCONJ bracis-33564 116 11 its its PRON bracis-33564 116 12 output output NOUN bracis-33564 116 13 is be AUX bracis-33564 116 14 then then ADV bracis-33564 116 15 fed feed VERB bracis-33564 116 16 into into ADP bracis-33564 116 17 a a DET bracis-33564 116 18 generative generative ADJ bracis-33564 116 19 model model NOUN bracis-33564 116 20 . . PUNCT bracis-33564 117 1 the the DET bracis-33564 117 2 model model NOUN bracis-33564 117 3 is be AUX bracis-33564 117 4 then then ADV bracis-33564 117 5 instructed instruct VERB bracis-33564 117 6 to to PART bracis-33564 117 7 refine refine VERB bracis-33564 117 8 the the DET bracis-33564 117 9 text text NOUN bracis-33564 117 10 , , PUNCT bracis-33564 117 11 removing remove VERB bracis-33564 117 12 misspelled misspelled ADJ bracis-33564 117 13 words word NOUN bracis-33564 117 14 and and CCONJ bracis-33564 117 15 correcting correct VERB bracis-33564 117 16 misplaced misplaced ADJ bracis-33564 117 17 or or CCONJ bracis-33564 117 18 contextually contextually ADV bracis-33564 117 19 incorrect incorrect ADJ bracis-33564 117 20 words word NOUN bracis-33564 117 21 . . PUNCT bracis-33564 118 1 this this DET bracis-33564 118 2 refinement refinement NOUN bracis-33564 118 3 is be AUX bracis-33564 118 4 achieved achieve VERB bracis-33564 118 5 through through ADP bracis-33564 118 6 prompt prompt ADJ bracis-33564 118 7 engineering engineering NOUN bracis-33564 118 8 , , PUNCT bracis-33564 118 9 through through ADP bracis-33564 118 10 which which PRON bracis-33564 118 11 a a DET bracis-33564 118 12 detailed detailed ADJ bracis-33564 118 13 instructional instructional ADJ bracis-33564 118 14 prompt prompt NOUN bracis-33564 118 15 guides guide VERB bracis-33564 118 16 the the DET bracis-33564 118 17 model model NOUN bracis-33564 118 18 to to PART bracis-33564 118 19 make make VERB bracis-33564 118 20 such such ADJ bracis-33564 118 21 changes change NOUN bracis-33564 118 22 and and CCONJ bracis-33564 118 23 improve improve VERB bracis-33564 118 24 the the DET bracis-33564 118 25 quality quality NOUN bracis-33564 118 26 of of ADP bracis-33564 118 27 the the DET bracis-33564 118 28 text text NOUN bracis-33564 118 29 generated generate VERB bracis-33564 118 30 by by ADP bracis-33564 118 31 whisper whisper NOUN bracis-33564 118 32 . . PUNCT bracis-33564 119 1 finally finally ADV bracis-33564 119 2 , , PUNCT bracis-33564 119 3 the the DET bracis-33564 119 4 refined refined ADJ bracis-33564 119 5 text text NOUN bracis-33564 119 6 is be AUX bracis-33564 119 7 passed pass VERB bracis-33564 119 8 on on ADP bracis-33564 119 9 to to ADP bracis-33564 119 10 another another DET bracis-33564 119 11 generative generative ADJ bracis-33564 119 12 model model NOUN bracis-33564 119 13 to to PART bracis-33564 119 14 identify identify VERB bracis-33564 119 15 the the DET bracis-33564 119 16 speaker speaker NOUN bracis-33564 119 17 in in ADP bracis-33564 119 18 the the DET bracis-33564 119 19 diarization diarization NOUN bracis-33564 119 20 task task NOUN bracis-33564 119 21 . . PUNCT bracis-33564 120 1 although although SCONJ bracis-33564 120 2 this this DET bracis-33564 120 3 second second ADJ bracis-33564 120 4 model model NOUN bracis-33564 120 5 ’s ’s PART bracis-33564 120 6 architecture architecture NOUN bracis-33564 120 7 is be AUX bracis-33564 120 8 the the DET bracis-33564 120 9 same same ADJ bracis-33564 120 10 as as ADP bracis-33564 120 11 the the DET bracis-33564 120 12 model model NOUN bracis-33564 120 13 used use VERB bracis-33564 120 14 for for ADP bracis-33564 120 15 refinement refinement NOUN bracis-33564 120 16 , , PUNCT bracis-33564 120 17 it it PRON bracis-33564 120 18 is be AUX bracis-33564 120 19 given give VERB bracis-33564 120 20 a a DET bracis-33564 120 21 more more ADV bracis-33564 120 22 robust robust ADJ bracis-33564 120 23 prompt prompt NOUN bracis-33564 120 24 , , PUNCT bracis-33564 120 25 allowing allow VERB bracis-33564 120 26 it it PRON bracis-33564 120 27 to to PART bracis-33564 120 28 accurately accurately ADV bracis-33564 120 29 identify identify VERB bracis-33564 120 30 the the DET bracis-33564 120 31 speaker speaker NOUN bracis-33564 120 32 . . PUNCT bracis-33564 121 1 each each DET bracis-33564 121 2 speaker speaker NOUN bracis-33564 121 3 presents present VERB bracis-33564 121 4 not not PART bracis-33564 121 5 only only ADV bracis-33564 121 6 variations variation NOUN bracis-33564 121 7 in in ADP bracis-33564 121 8 their their PRON bracis-33564 121 9 voice voice NOUN bracis-33564 121 10 but but CCONJ bracis-33564 121 11 also also ADV bracis-33564 121 12 in in ADP bracis-33564 121 13 how how SCONJ bracis-33564 121 14 they they PRON bracis-33564 121 15 communicate communicate VERB bracis-33564 121 16 , , PUNCT bracis-33564 121 17 using use VERB bracis-33564 121 18 unique unique ADJ bracis-33564 121 19 vocabulary vocabulary NOUN bracis-33564 121 20 and and CCONJ bracis-33564 121 21 expressions expression NOUN bracis-33564 121 22 . . PUNCT bracis-33564 122 1 when when SCONJ bracis-33564 122 2 applying apply VERB bracis-33564 122 3 a a DET bracis-33564 122 4 generative generative ADJ bracis-33564 122 5 model model NOUN bracis-33564 122 6 to to PART bracis-33564 122 7 perform perform VERB bracis-33564 122 8 diarization diarization NOUN bracis-33564 122 9 on on ADP bracis-33564 122 10 a a DET bracis-33564 122 11 transcribed transcribe VERB bracis-33564 122 12 text text NOUN bracis-33564 122 13 , , PUNCT bracis-33564 122 14 it it PRON bracis-33564 122 15 takes take VERB bracis-33564 122 16 into into ADP bracis-33564 122 17 account account NOUN bracis-33564 122 18 the the DET bracis-33564 122 19 individual individual ADJ bracis-33564 122 20 characteristics characteristic NOUN bracis-33564 122 21 of of ADP bracis-33564 122 22 each each DET bracis-33564 122 23 speaker speaker NOUN bracis-33564 122 24 . . PUNCT bracis-33564 123 1 additionally additionally ADV bracis-33564 123 2 , , PUNCT bracis-33564 123 3 the the DET bracis-33564 123 4 model model NOUN bracis-33564 123 5 leverages leverage VERB bracis-33564 123 6 the the DET bracis-33564 123 7 knowledge knowledge NOUN bracis-33564 123 8 acquired acquire VERB bracis-33564 123 9 during during ADP bracis-33564 123 10 training training NOUN bracis-33564 123 11 to to PART bracis-33564 123 12 identify identify VERB bracis-33564 123 13 patterns pattern NOUN bracis-33564 123 14 in in ADP bracis-33564 123 15 the the DET bracis-33564 123 16 dialogue dialogue NOUN bracis-33564 123 17 structure structure NOUN bracis-33564 123 18 , , PUNCT bracis-33564 123 19 such such ADJ bracis-33564 123 20 as as ADP bracis-33564 123 21 recognizing recognize VERB bracis-33564 123 22 that that SCONJ bracis-33564 123 23 a a DET bracis-33564 123 24 question question NOUN bracis-33564 123 25 followed follow VERB bracis-33564 123 26 by by ADP bracis-33564 123 27 an an DET bracis-33564 123 28 answer answer NOUN bracis-33564 123 29 typically typically ADV bracis-33564 123 30 indicates indicate VERB bracis-33564 123 31 that that SCONJ bracis-33564 123 32 one one NUM bracis-33564 123 33 person person NOUN bracis-33564 123 34 asked ask VERB bracis-33564 123 35 the the DET bracis-33564 123 36 question question NOUN bracis-33564 123 37 and and CCONJ bracis-33564 123 38 another another PRON bracis-33564 123 39 provided provide VERB bracis-33564 123 40 the the DET bracis-33564 123 41 response response NOUN bracis-33564 123 42 . . PUNCT bracis-33564 124 1 4.3 4.3 NUM bracis-33564 124 2 prompts prompt NOUN bracis-33564 124 3 generative generative ADJ bracis-33564 124 4 models model NOUN bracis-33564 124 5 can can AUX bracis-33564 124 6 perform perform VERB bracis-33564 124 7 poorly poorly ADV bracis-33564 124 8 if if SCONJ bracis-33564 124 9 they they PRON bracis-33564 124 10 are be AUX bracis-33564 124 11 not not PART bracis-33564 124 12 given give VERB bracis-33564 124 13 precise precise ADJ bracis-33564 124 14 instructions instruction NOUN bracis-33564 124 15 on on ADP bracis-33564 124 16 the the DET bracis-33564 124 17 task task NOUN bracis-33564 124 18 they they PRON bracis-33564 124 19 need need VERB bracis-33564 124 20 to to PART bracis-33564 124 21 solve solve VERB bracis-33564 124 22 . . PUNCT bracis-33564 125 1 therefore therefore ADV bracis-33564 125 2 , , PUNCT bracis-33564 125 3 this this DET bracis-33564 125 4 work work NOUN bracis-33564 125 5 also also ADV bracis-33564 125 6 developed develop VERB bracis-33564 125 7 a a DET bracis-33564 125 8 prompt prompt ADJ bracis-33564 125 9 engineering engineering NOUN bracis-33564 125 10 strategy strategy NOUN bracis-33564 125 11 to to PART bracis-33564 125 12 ensure ensure VERB bracis-33564 125 13 robustness robustness NOUN bracis-33564 125 14 . . PUNCT bracis-33564 126 1 the the DET bracis-33564 126 2 task task NOUN bracis-33564 126 3 instructions instruction NOUN bracis-33564 126 4 used use VERB bracis-33564 126 5 in in ADP bracis-33564 126 6 this this DET bracis-33564 126 7 work work NOUN bracis-33564 126 8 are be AUX bracis-33564 126 9 specified specify VERB bracis-33564 126 10 in in ADP bracis-33564 126 11 figs fig NOUN bracis-33564 126 12 . . PUNCT bracis-33564 126 13     SPACE bracis-33564 126 14 2 2 NUM bracis-33564 126 15 and and CCONJ bracis-33564 126 16 3 3 NUM bracis-33564 126 17 for for ADP bracis-33564 126 18 each each DET bracis-33564 126 19 generative generative ADJ bracis-33564 126 20 model model NOUN bracis-33564 126 21 , , PUNCT bracis-33564 126 22 respectively respectively ADV bracis-33564 126 23 , , PUNCT bracis-33564 126 24 text text NOUN bracis-33564 126 25 refinement refinement NOUN bracis-33564 126 26 and and CCONJ bracis-33564 126 27 speaker speaker NOUN bracis-33564 126 28 identification identification NOUN bracis-33564 126 29 . . PUNCT bracis-33564 127 1 the the DET bracis-33564 127 2 specific specific ADJ bracis-33564 127 3 prompts prompt NOUN bracis-33564 127 4 are be AUX bracis-33564 127 5 available available ADJ bracis-33564 127 6 on on ADP bracis-33564 127 7 our our PRON bracis-33564 127 8 github github NOUN bracis-33564 127 9 . . PUNCT bracis-33564 128 1 each each PRON bracis-33564 128 2 of of ADP bracis-33564 128 3 these these DET bracis-33564 128 4 tasks task NOUN bracis-33564 128 5 is be AUX bracis-33564 128 6 further far ADV bracis-33564 128 7 elaborated elaborate VERB bracis-33564 128 8 in in ADP bracis-33564 128 9 the the DET bracis-33564 128 10 following follow VERB bracis-33564 128 11 subsections subsection NOUN bracis-33564 128 12 . . PUNCT bracis-33564 129 1 fig fig NOUN bracis-33564 129 2 . . PUNCT bracis-33564 130 1 2 2 X bracis-33564 130 2 . . X bracis-33564 130 3 design design NOUN bracis-33564 130 4 of of ADP bracis-33564 130 5 the the DET bracis-33564 130 6 first first ADJ bracis-33564 130 7 prompt prompt NOUN bracis-33564 130 8 for for ADP bracis-33564 130 9 the the DET bracis-33564 130 10 text text NOUN bracis-33564 130 11 refinement refinement NOUN bracis-33564 130 12 model model NOUN bracis-33564 130 13 . . PUNCT bracis-33564 131 1 full full ADJ bracis-33564 131 2 size size NOUN bracis-33564 131 3 image image NOUN bracis-33564 131 4 text text NOUN bracis-33564 131 5 refinement refinement NOUN bracis-33564 131 6 . . PUNCT bracis-33564 132 1 as as SCONJ bracis-33564 132 2 mentioned mention VERB bracis-33564 132 3 , , PUNCT bracis-33564 132 4 the the DET bracis-33564 132 5 first first ADJ bracis-33564 132 6 model model NOUN bracis-33564 132 7 functions function NOUN bracis-33564 132 8 as as ADP bracis-33564 132 9 a a DET bracis-33564 132 10 “ " PUNCT bracis-33564 132 11 text text NOUN bracis-33564 132 12 refiner refiner NOUN bracis-33564 132 13 ” " PUNCT bracis-33564 132 14 . . PUNCT bracis-33564 133 1 the the DET bracis-33564 133 2 prompt prompt NOUN bracis-33564 133 3 used use VERB bracis-33564 133 4 for for ADP bracis-33564 133 5 this this DET bracis-33564 133 6 task task NOUN bracis-33564 133 7 is be AUX bracis-33564 133 8 detailed detail VERB bracis-33564 133 9 in in ADP bracis-33564 133 10 fig fig NOUN bracis-33564 133 11 . . PUNCT bracis-33564 133 12     SPACE bracis-33564 134 1 2 2 X bracis-33564 134 2 . . PUNCT bracis-33564 135 1 it it PRON bracis-33564 135 2 is be AUX bracis-33564 135 3 important important ADJ bracis-33564 135 4 to to PART bracis-33564 135 5 firstly firstly ADV bracis-33564 135 6 include include VERB bracis-33564 135 7 the the DET bracis-33564 135 8 context context NOUN bracis-33564 135 9 in in ADP bracis-33564 135 10 which which PRON bracis-33564 135 11 the the DET bracis-33564 135 12 model model NOUN bracis-33564 135 13 will will AUX bracis-33564 135 14 operate operate VERB bracis-33564 135 15 . . PUNCT bracis-33564 136 1 this this PRON bracis-33564 136 2 is be AUX bracis-33564 136 3 specified specify VERB bracis-33564 136 4 in in ADP bracis-33564 136 5 the the DET bracis-33564 136 6 ‘ ' PUNCT bracis-33564 136 7 model model NOUN bracis-33564 136 8 role role NOUN bracis-33564 136 9 ’ ' PUNCT bracis-33564 136 10 , , PUNCT bracis-33564 136 11 where where SCONJ bracis-33564 136 12 the the DET bracis-33564 136 13 model model NOUN bracis-33564 136 14 is be AUX bracis-33564 136 15 assigned assign VERB bracis-33564 136 16 a a DET bracis-33564 136 17 function function NOUN bracis-33564 136 18 or or CCONJ bracis-33564 136 19 task task NOUN bracis-33564 136 20 at at ADP bracis-33564 136 21 a a DET bracis-33564 136 22 higher high ADJ bracis-33564 136 23 level level NOUN bracis-33564 136 24 . . PUNCT bracis-33564 137 1 subsequently subsequently ADV bracis-33564 137 2 , , PUNCT bracis-33564 137 3 it it PRON bracis-33564 137 4 requires require VERB bracis-33564 137 5 instructions instruction NOUN bracis-33564 137 6 regarding regard VERB bracis-33564 137 7 the the DET bracis-33564 137 8 data datum NOUN bracis-33564 137 9 that that PRON bracis-33564 137 10 needs need VERB bracis-33564 137 11 refinement refinement NOUN bracis-33564 137 12 . . PUNCT bracis-33564 138 1 in in ADP bracis-33564 138 2 our our PRON bracis-33564 138 3 example example NOUN bracis-33564 138 4 , , PUNCT bracis-33564 138 5 we we PRON bracis-33564 138 6 explained explain VERB bracis-33564 138 7 the the DET bracis-33564 138 8 context context NOUN bracis-33564 138 9 of of ADP bracis-33564 138 10 the the DET bracis-33564 138 11 video video NOUN bracis-33564 138 12 , , PUNCT bracis-33564 138 13 instructing instruct VERB bracis-33564 138 14 the the DET bracis-33564 138 15 model model NOUN bracis-33564 138 16 to to PART bracis-33564 138 17 act act VERB bracis-33564 138 18 as as ADP bracis-33564 138 19 a a DET bracis-33564 138 20 stenographer stenographer NOUN bracis-33564 138 21 of of ADP bracis-33564 138 22 sessions session NOUN bracis-33564 138 23 in in ADP bracis-33564 138 24 the the DET bracis-33564 138 25 chamber chamber NOUN bracis-33564 138 26 of of ADP bracis-33564 138 27 deputies deputy NOUN bracis-33564 138 28 and and CCONJ bracis-33564 138 29 detailing detail VERB bracis-33564 138 30 the the DET bracis-33564 138 31 type type NOUN bracis-33564 138 32 of of ADP bracis-33564 138 33 content content NOUN bracis-33564 138 34 of of ADP bracis-33564 138 35 the the DET bracis-33564 138 36 transcript transcript NOUN bracis-33564 138 37 . . PUNCT bracis-33564 139 1 in in ADP bracis-33564 139 2 addition addition NOUN bracis-33564 139 3 , , PUNCT bracis-33564 139 4 we we PRON bracis-33564 139 5 asked ask VERB bracis-33564 139 6 it it PRON bracis-33564 139 7 to to PART bracis-33564 139 8 output output VERB bracis-33564 139 9 an an DET bracis-33564 139 10 improved improved ADJ bracis-33564 139 11 text text NOUN bracis-33564 139 12 , , PUNCT bracis-33564 139 13 correcting correct VERB bracis-33564 139 14 portuguese portuguese ADJ bracis-33564 139 15 errors error NOUN bracis-33564 139 16 and and CCONJ bracis-33564 139 17 editing edit VERB bracis-33564 139 18 wrong wrong ADJ bracis-33564 139 19 words word NOUN bracis-33564 139 20 . . PUNCT bracis-33564 140 1 for for ADP bracis-33564 140 2 this this DET bracis-33564 140 3 step step NOUN bracis-33564 140 4 , , PUNCT bracis-33564 140 5 to to PART bracis-33564 140 6 ensure ensure VERB bracis-33564 140 7 consistent consistent ADJ bracis-33564 140 8 and and CCONJ bracis-33564 140 9 accurate accurate ADJ bracis-33564 140 10 word word NOUN bracis-33564 140 11 correction correction NOUN bracis-33564 140 12 , , PUNCT bracis-33564 140 13 it it PRON bracis-33564 140 14 is be AUX bracis-33564 140 15 essential essential ADJ bracis-33564 140 16 that that SCONJ bracis-33564 140 17 the the DET bracis-33564 140 18 model model NOUN bracis-33564 140 19 has have AUX bracis-33564 140 20 extended extend VERB bracis-33564 140 21 deterministic deterministic ADJ bracis-33564 140 22 characteristics characteristic NOUN bracis-33564 140 23 , , PUNCT bracis-33564 140 24 avoiding avoid VERB bracis-33564 140 25 variations variation NOUN bracis-33564 140 26 in in ADP bracis-33564 140 27 its its PRON bracis-33564 140 28 responses response NOUN bracis-33564 140 29 . . PUNCT bracis-33564 141 1 we we PRON bracis-33564 141 2 therefore therefore ADV bracis-33564 141 3 set set VERB bracis-33564 141 4 the the DET bracis-33564 141 5 temperature temperature NOUN bracis-33564 141 6 to to ADP bracis-33564 141 7 zero zero NUM bracis-33564 141 8 to to PART bracis-33564 141 9 eliminate eliminate VERB bracis-33564 141 10 any any DET bracis-33564 141 11 chance chance NOUN bracis-33564 141 12 of of ADP bracis-33564 141 13 variability variability NOUN bracis-33564 141 14 . . PUNCT bracis-33564 142 1 with with ADP bracis-33564 142 2 both both PRON bracis-33564 142 3 of of ADP bracis-33564 142 4 these these DET bracis-33564 142 5 settings setting NOUN bracis-33564 142 6 , , PUNCT bracis-33564 142 7 the the DET bracis-33564 142 8 generative generative ADJ bracis-33564 142 9 model model NOUN bracis-33564 142 10 could could AUX bracis-33564 142 11 be be AUX bracis-33564 142 12 effectively effectively ADV bracis-33564 142 13 guided guide VERB bracis-33564 142 14 to to PART bracis-33564 142 15 provide provide VERB bracis-33564 142 16 the the DET bracis-33564 142 17 necessary necessary ADJ bracis-33564 142 18 text text NOUN bracis-33564 142 19 refinement refinement NOUN bracis-33564 142 20 . . PUNCT bracis-33564 143 1 fig fig NOUN bracis-33564 143 2 . . PUNCT bracis-33564 144 1 3 3 X bracis-33564 144 2 . . X bracis-33564 144 3 design design NOUN bracis-33564 144 4 of of ADP bracis-33564 144 5 the the DET bracis-33564 144 6 second second ADJ bracis-33564 144 7 prompt prompt NOUN bracis-33564 144 8 for for ADP bracis-33564 144 9 the the DET bracis-33564 144 10 text text NOUN bracis-33564 144 11 refinement refinement NOUN bracis-33564 144 12 model model NOUN bracis-33564 144 13 . . PUNCT bracis-33564 145 1 full full ADJ bracis-33564 145 2 size size NOUN bracis-33564 145 3 image image NOUN bracis-33564 145 4 speaker speaker NOUN bracis-33564 145 5 diarization diarization NOUN bracis-33564 145 6 . . PUNCT bracis-33564 146 1 the the DET bracis-33564 146 2 second second ADJ bracis-33564 146 3 model model NOUN bracis-33564 146 4 developed develop VERB bracis-33564 146 5 is be AUX bracis-33564 146 6 significantly significantly ADV bracis-33564 146 7 more more ADV bracis-33564 146 8 complex complex ADJ bracis-33564 146 9 . . PUNCT bracis-33564 147 1 the the DET bracis-33564 147 2 prompt prompt NOUN bracis-33564 147 3 used use VERB bracis-33564 147 4 for for ADP bracis-33564 147 5 the the DET bracis-33564 147 6 diarization diarization NOUN bracis-33564 147 7 task task NOUN bracis-33564 147 8 includes include VERB bracis-33564 147 9 almost almost ADV bracis-33564 147 10 all all DET bracis-33564 147 11 the the DET bracis-33564 147 12 refinement refinement NOUN bracis-33564 147 13 instructions instruction NOUN bracis-33564 147 14 involved involve VERB bracis-33564 147 15 in in ADP bracis-33564 147 16 the the DET bracis-33564 147 17 first first ADJ bracis-33564 147 18 model model NOUN bracis-33564 147 19 , , PUNCT bracis-33564 147 20 but but CCONJ bracis-33564 147 21 with with ADP bracis-33564 147 22 the the DET bracis-33564 147 23 addition addition NOUN bracis-33564 147 24 of of ADP bracis-33564 147 25 steps step NOUN bracis-33564 147 26 , , PUNCT bracis-33564 147 27 results result NOUN bracis-33564 147 28 , , PUNCT bracis-33564 147 29 and and CCONJ bracis-33564 147 30 examples example NOUN bracis-33564 147 31 , , PUNCT bracis-33564 147 32 providing provide VERB bracis-33564 147 33 much much ADV bracis-33564 147 34 more more ADV bracis-33564 147 35 detailed detailed ADJ bracis-33564 147 36 guidance guidance NOUN bracis-33564 147 37 . . PUNCT bracis-33564 148 1 the the DET bracis-33564 148 2 prompt prompt NOUN bracis-33564 148 3 used use VERB bracis-33564 148 4 in in ADP bracis-33564 148 5 this this DET bracis-33564 148 6 task task NOUN bracis-33564 148 7 is be AUX bracis-33564 148 8 detailed detail VERB bracis-33564 148 9 in in ADP bracis-33564 148 10 fig fig NOUN bracis-33564 148 11 . . PUNCT bracis-33564 148 12     SPACE bracis-33564 149 1 3 3 X bracis-33564 149 2 . . PUNCT bracis-33564 149 3 specifically specifically ADV bracis-33564 149 4 , , PUNCT bracis-33564 149 5 the the DET bracis-33564 149 6 diarization diarization NOUN bracis-33564 149 7 prompt prompt VERB bracis-33564 149 8 consists consist VERB bracis-33564 149 9 of of ADP bracis-33564 149 10 three three NUM bracis-33564 149 11 segments segment NOUN bracis-33564 149 12 . . PUNCT bracis-33564 150 1 firstly firstly ADV bracis-33564 150 2 , , PUNCT bracis-33564 150 3 an an DET bracis-33564 150 4 example example NOUN bracis-33564 150 5 of of ADP bracis-33564 150 6 a a DET bracis-33564 150 7 conversation conversation NOUN bracis-33564 150 8 relevant relevant ADJ bracis-33564 150 9 to to ADP bracis-33564 150 10 the the DET bracis-33564 150 11 task task NOUN bracis-33564 150 12 is be AUX bracis-33564 150 13 provided provide VERB bracis-33564 150 14 . . PUNCT bracis-33564 151 1 in in ADP bracis-33564 151 2 our our PRON bracis-33564 151 3 case case NOUN bracis-33564 151 4 , , PUNCT bracis-33564 151 5 we we PRON bracis-33564 151 6 simulated simulate VERB bracis-33564 151 7 a a DET bracis-33564 151 8 dialog dialog NOUN bracis-33564 151 9 between between ADP bracis-33564 151 10 individuals individual NOUN bracis-33564 151 11 in in ADP bracis-33564 151 12 a a DET bracis-33564 151 13 courtroom courtroom NOUN bracis-33564 151 14 setting setting NOUN bracis-33564 151 15 . . PUNCT bracis-33564 152 1 if if SCONJ bracis-33564 152 2 a a DET bracis-33564 152 3 different different ADJ bracis-33564 152 4 context context NOUN bracis-33564 152 5 is be AUX bracis-33564 152 6 needed need VERB bracis-33564 152 7 , , PUNCT bracis-33564 152 8 a a DET bracis-33564 152 9 more more ADV bracis-33564 152 10 contextually contextually ADV bracis-33564 152 11 relevant relevant ADJ bracis-33564 152 12 example example NOUN bracis-33564 152 13 could could AUX bracis-33564 152 14 be be AUX bracis-33564 152 15 employed employ VERB bracis-33564 152 16 . . PUNCT bracis-33564 153 1 for for ADP bracis-33564 153 2 example example NOUN bracis-33564 153 3 , , PUNCT bracis-33564 153 4 in in ADP bracis-33564 153 5 a a DET bracis-33564 153 6 restaurant restaurant NOUN bracis-33564 153 7 scenario scenario NOUN bracis-33564 153 8 , , PUNCT bracis-33564 153 9 it it PRON bracis-33564 153 10 could could AUX bracis-33564 153 11 involve involve VERB bracis-33564 153 12 a a DET bracis-33564 153 13 conversation conversation NOUN bracis-33564 153 14 between between ADP bracis-33564 153 15 a a DET bracis-33564 153 16 waiter waiter NOUN bracis-33564 153 17 , , PUNCT bracis-33564 153 18 a a DET bracis-33564 153 19 customer customer NOUN bracis-33564 153 20 , , PUNCT bracis-33564 153 21 and and CCONJ bracis-33564 153 22 the the DET bracis-33564 153 23 restaurant restaurant NOUN bracis-33564 153 24 owner owner NOUN bracis-33564 153 25 . . PUNCT bracis-33564 154 1 the the DET bracis-33564 154 2 second second ADJ bracis-33564 154 3 segment segment NOUN bracis-33564 154 4 comprises comprise VERB bracis-33564 154 5 the the DET bracis-33564 154 6 transcript transcript NOUN bracis-33564 154 7 itself itself PRON bracis-33564 154 8 , , PUNCT bracis-33564 154 9 which which PRON bracis-33564 154 10 serves serve VERB bracis-33564 154 11 as as ADP bracis-33564 154 12 the the DET bracis-33564 154 13 base base NOUN bracis-33564 154 14 text text NOUN bracis-33564 154 15 for for ADP bracis-33564 154 16 identifying identify VERB bracis-33564 154 17 the the DET bracis-33564 154 18 speaker speaker NOUN bracis-33564 154 19 . . PUNCT bracis-33564 155 1 finally finally ADV bracis-33564 155 2 , , PUNCT bracis-33564 155 3 the the DET bracis-33564 155 4 third third ADJ bracis-33564 155 5 segment segment NOUN bracis-33564 155 6 includes include VERB bracis-33564 155 7 a a DET bracis-33564 155 8 set set NOUN bracis-33564 155 9 of of ADP bracis-33564 155 10 instructions instruction NOUN bracis-33564 155 11 that that PRON bracis-33564 155 12 the the DET bracis-33564 155 13 model model NOUN bracis-33564 155 14 must must AUX bracis-33564 155 15 follow follow VERB bracis-33564 155 16 to to PART bracis-33564 155 17 perform perform VERB bracis-33564 155 18 the the DET bracis-33564 155 19 diarization diarization NOUN bracis-33564 155 20 task task NOUN bracis-33564 155 21 . . PUNCT bracis-33564 156 1 they they PRON bracis-33564 156 2 include include VERB bracis-33564 156 3 both both DET bracis-33564 156 4 general general ADJ bracis-33564 156 5 instructions instruction NOUN bracis-33564 156 6 about about ADP bracis-33564 156 7 the the DET bracis-33564 156 8 task task NOUN bracis-33564 156 9 and and CCONJ bracis-33564 156 10 specific specific ADJ bracis-33564 156 11 instructions instruction NOUN bracis-33564 156 12 for for ADP bracis-33564 156 13 each each PRON bracis-33564 156 14 of of ADP bracis-33564 156 15 the the DET bracis-33564 156 16 potential potential ADJ bracis-33564 156 17 speakers speaker NOUN bracis-33564 156 18 . . PUNCT bracis-33564 157 1 with with ADP bracis-33564 157 2 these these DET bracis-33564 157 3 three three NUM bracis-33564 157 4 segments segment NOUN bracis-33564 157 5 , , PUNCT bracis-33564 157 6 we we PRON bracis-33564 157 7 can can AUX bracis-33564 157 8 achieve achieve VERB bracis-33564 157 9 state state NOUN bracis-33564 157 10 - - PUNCT bracis-33564 157 11 of of ADP bracis-33564 157 12 - - PUNCT bracis-33564 157 13 the the DET bracis-33564 157 14 - - PUNCT bracis-33564 157 15 art art NOUN bracis-33564 157 16 performance performance NOUN bracis-33564 157 17 in in ADP bracis-33564 157 18 speaker speaker NOUN bracis-33564 157 19 identification identification NOUN bracis-33564 157 20 tasks task NOUN bracis-33564 157 21 . . PUNCT bracis-33564 158 1 another another DET bracis-33564 158 2 essential essential ADJ bracis-33564 158 3 factor factor NOUN bracis-33564 158 4 that that PRON bracis-33564 158 5 influences influence VERB bracis-33564 158 6 the the DET bracis-33564 158 7 model model NOUN bracis-33564 158 8 ’s ’s PART bracis-33564 158 9 prediction prediction NOUN bracis-33564 158 10 is be AUX bracis-33564 158 11 the the DET bracis-33564 158 12 temperature temperature NOUN bracis-33564 158 13 setting setting NOUN bracis-33564 158 14 . . PUNCT bracis-33564 159 1 unlike unlike ADP bracis-33564 159 2 the the DET bracis-33564 159 3 first first ADJ bracis-33564 159 4 model model NOUN bracis-33564 159 5 , , PUNCT bracis-33564 159 6 we we PRON bracis-33564 159 7 made make VERB bracis-33564 159 8 this this DET bracis-33564 159 9 one one NUM bracis-33564 159 10 slightly slightly ADV bracis-33564 159 11 less less ADV bracis-33564 159 12 deterministic deterministic ADJ bracis-33564 159 13 since since SCONJ bracis-33564 159 14 it it PRON bracis-33564 159 15 needs need VERB bracis-33564 159 16 to to PART bracis-33564 159 17 “ " PUNCT bracis-33564 159 18 understand understand VERB bracis-33564 159 19 ” " PUNCT bracis-33564 159 20 and and CCONJ bracis-33564 159 21 accurately accurately ADV bracis-33564 159 22 predict predict VERB bracis-33564 159 23 the the DET bracis-33564 159 24 number number NOUN bracis-33564 159 25 of of ADP bracis-33564 159 26 speakers speaker NOUN bracis-33564 159 27 . . PUNCT bracis-33564 160 1 we we PRON bracis-33564 160 2 , , PUNCT bracis-33564 160 3 therefore therefore ADV bracis-33564 160 4 , , PUNCT bracis-33564 160 5 increased increase VERB bracis-33564 160 6 the the DET bracis-33564 160 7 temperature temperature NOUN bracis-33564 160 8 and and CCONJ bracis-33564 160 9 sacrificed sacrifice VERB bracis-33564 160 10 some some PRON bracis-33564 160 11 of of ADP bracis-33564 160 12 the the DET bracis-33564 160 13 quality quality NOUN bracis-33564 160 14 of of ADP bracis-33564 160 15 the the DET bracis-33564 160 16 response response NOUN bracis-33564 160 17 at at ADP bracis-33564 160 18 each each DET bracis-33564 160 19 iteration iteration NOUN bracis-33564 160 20 . . PUNCT bracis-33564 161 1 however however ADV bracis-33564 161 2 , , PUNCT bracis-33564 161 3 this this DET bracis-33564 161 4 compensation compensation NOUN bracis-33564 161 5 significantly significantly ADV bracis-33564 161 6 improves improve VERB bracis-33564 161 7 performance performance NOUN bracis-33564 161 8 , , PUNCT bracis-33564 161 9 with with ADP bracis-33564 161 10 the the DET bracis-33564 161 11 model model NOUN bracis-33564 161 12 obtaining obtain VERB bracis-33564 161 13 nearly nearly ADV bracis-33564 161 14 perfect perfect ADJ bracis-33564 161 15 responses response NOUN bracis-33564 161 16 every every DET bracis-33564 161 17 two two NUM bracis-33564 161 18 iterations iteration NOUN bracis-33564 161 19 . . PUNCT bracis-33564 162 1 4.4 4.4 NUM bracis-33564 162 2 evaluation evaluation NOUN bracis-33564 162 3 there there PRON bracis-33564 162 4 are be VERB bracis-33564 162 5 several several ADJ bracis-33564 162 6 methods method NOUN bracis-33564 162 7 to to PART bracis-33564 162 8 evaluate evaluate VERB bracis-33564 162 9 speaker speaker NOUN bracis-33564 162 10 diarization diarization NOUN bracis-33564 162 11 , , PUNCT bracis-33564 162 12 including include VERB bracis-33564 162 13 the the DET bracis-33564 162 14 diarization diarization NOUN bracis-33564 162 15 error error NOUN bracis-33564 162 16 rate rate NOUN bracis-33564 162 17 ( ( PUNCT bracis-33564 162 18 der der NOUN bracis-33564 162 19 ) ) PUNCT bracis-33564 163 1 [ [ X bracis-33564 163 2 11 11 NUM bracis-33564 163 3 ] ] PUNCT bracis-33564 163 4 , , PUNCT bracis-33564 163 5 word word NOUN bracis-33564 163 6 error error NOUN bracis-33564 163 7 rate rate NOUN bracis-33564 163 8 ( ( PUNCT bracis-33564 163 9 wer wer NOUN bracis-33564 163 10 ) ) PUNCT bracis-33564 163 11 , , PUNCT bracis-33564 163 12 jaccard jaccard ADJ bracis-33564 163 13 error error NOUN bracis-33564 163 14 rate rate NOUN bracis-33564 163 15 ( ( PUNCT bracis-33564 163 16 jer jer PROPN bracis-33564 163 17 ) ) PUNCT bracis-33564 164 1 [ [ X bracis-33564 164 2 26 26 NUM bracis-33564 164 3 ] ] PUNCT bracis-33564 164 4 , , PUNCT bracis-33564 164 5 and and CCONJ bracis-33564 164 6 e e X bracis-33564 164 7 - - NOUN bracis-33564 164 8 wer wer NOUN bracis-33564 164 9 [ [ X bracis-33564 164 10 2 2 NUM bracis-33564 164 11 ] ] PUNCT bracis-33564 164 12 , , PUNCT bracis-33564 164 13 among among ADP bracis-33564 164 14 others other NOUN bracis-33564 164 15 , , PUNCT bracis-33564 164 16 such such ADJ bracis-33564 164 17 as as ADP bracis-33564 164 18 the the DET bracis-33564 164 19 extensions extension NOUN bracis-33564 164 20 discussed discuss VERB bracis-33564 164 21 by by ADP bracis-33564 164 22 galibert galibert NOUN bracis-33564 164 23 [ [ X bracis-33564 164 24 14 14 NUM bracis-33564 164 25 ] ] PUNCT bracis-33564 164 26 . . PUNCT bracis-33564 165 1 however however ADV bracis-33564 165 2 , , PUNCT bracis-33564 165 3 since since SCONJ bracis-33564 165 4 our our PRON bracis-33564 165 5 approach approach NOUN bracis-33564 165 6 primarily primarily ADV bracis-33564 165 7 uses use VERB bracis-33564 165 8 text text NOUN bracis-33564 165 9 , , PUNCT bracis-33564 165 10 we we PRON bracis-33564 165 11 focused focus VERB bracis-33564 165 12 on on ADP bracis-33564 165 13 evaluating evaluate VERB bracis-33564 165 14 the the DET bracis-33564 165 15 quality quality NOUN bracis-33564 165 16 of of ADP bracis-33564 165 17 diarization diarization NOUN bracis-33564 165 18 as as ADP bracis-33564 165 19 a a DET bracis-33564 165 20 text text NOUN bracis-33564 165 21 classification classification NOUN bracis-33564 165 22 method method NOUN bracis-33564 165 23 . . PUNCT bracis-33564 166 1 in in ADP bracis-33564 166 2 this this DET bracis-33564 166 3 work work NOUN bracis-33564 166 4 , , PUNCT bracis-33564 166 5 we we PRON bracis-33564 166 6 used use VERB bracis-33564 166 7 accuracy accuracy NOUN bracis-33564 166 8 and and CCONJ bracis-33564 166 9 f1 f1 NOUN bracis-33564 166 10 - - PUNCT bracis-33564 166 11 score score NOUN bracis-33564 166 12 as as ADP bracis-33564 166 13 our our PRON bracis-33564 166 14 primary primary ADJ bracis-33564 166 15 metrics metric NOUN bracis-33564 166 16 for for ADP bracis-33564 166 17 assessing assess VERB bracis-33564 166 18 the the DET bracis-33564 166 19 quality quality NOUN bracis-33564 166 20 of of ADP bracis-33564 166 21 speaker speaker NOUN bracis-33564 166 22 prediction prediction NOUN bracis-33564 166 23 . . PUNCT bracis-33564 167 1 accuracy accuracy NOUN bracis-33564 167 2 measures measure NOUN bracis-33564 167 3 how how SCONJ bracis-33564 167 4 often often ADV bracis-33564 167 5 speakers speaker NOUN bracis-33564 167 6 are be AUX bracis-33564 167 7 correctly correctly ADV bracis-33564 167 8 labeled label VERB bracis-33564 167 9 compared compare VERB bracis-33564 167 10 to to ADP bracis-33564 167 11 the the DET bracis-33564 167 12 actual actual ADJ bracis-33564 167 13 speaker speaker NOUN bracis-33564 167 14 for for ADP bracis-33564 167 15 each each DET bracis-33564 167 16 sentence sentence NOUN bracis-33564 167 17 or or CCONJ bracis-33564 167 18 word word NOUN bracis-33564 167 19 , , PUNCT bracis-33564 167 20 reflecting reflect VERB bracis-33564 167 21 the the DET bracis-33564 167 22 overall overall ADJ bracis-33564 167 23 correctness correctness NOUN bracis-33564 167 24 of of ADP bracis-33564 167 25 the the DET bracis-33564 167 26 classification classification NOUN bracis-33564 167 27 across across ADP bracis-33564 167 28 all all DET bracis-33564 167 29 speakers speaker NOUN bracis-33564 167 30 . . PUNCT bracis-33564 168 1 the the DET bracis-33564 168 2 f1 f1 NOUN bracis-33564 168 3 - - PUNCT bracis-33564 168 4 score score NOUN bracis-33564 168 5 , , PUNCT bracis-33564 168 6 being be AUX bracis-33564 168 7 the the DET bracis-33564 168 8 harmonic harmonic ADJ bracis-33564 168 9 mean mean NOUN bracis-33564 168 10 of of ADP bracis-33564 168 11 recall recall NOUN bracis-33564 168 12 and and CCONJ bracis-33564 168 13 precision precision NOUN bracis-33564 168 14 , , PUNCT bracis-33564 168 15 considers consider VERB bracis-33564 168 16 each each DET bracis-33564 168 17 correctly correctly ADV bracis-33564 168 18 classified classified ADJ bracis-33564 168 19 speaker speaker NOUN bracis-33564 168 20 . . PUNCT bracis-33564 169 1 we we PRON bracis-33564 169 2 specifically specifically ADV bracis-33564 169 3 used use VERB bracis-33564 169 4 the the DET bracis-33564 169 5 weighted weight VERB bracis-33564 169 6 f1 f1 NOUN bracis-33564 169 7 - - PUNCT bracis-33564 169 8 score score NOUN bracis-33564 169 9 to to PART bracis-33564 169 10 account account VERB bracis-33564 169 11 for for ADP bracis-33564 169 12 any any DET bracis-33564 169 13 imbalance imbalance NOUN bracis-33564 169 14 among among ADP bracis-33564 169 15 speakers speaker NOUN bracis-33564 169 16 . . PUNCT bracis-33564 170 1 we we PRON bracis-33564 170 2 evaluated evaluate VERB bracis-33564 170 3 these these DET bracis-33564 170 4 metrics metric NOUN bracis-33564 170 5 at at ADP bracis-33564 170 6 both both CCONJ bracis-33564 170 7 the the DET bracis-33564 170 8 sentence sentence NOUN bracis-33564 170 9 level level NOUN bracis-33564 170 10 and and CCONJ bracis-33564 170 11 the the DET bracis-33564 170 12 word word NOUN bracis-33564 170 13 level level NOUN bracis-33564 170 14 , , PUNCT bracis-33564 170 15 comparing compare VERB bracis-33564 170 16 speaker speaker NOUN bracis-33564 170 17 predictions prediction NOUN bracis-33564 170 18 with with ADP bracis-33564 170 19 the the DET bracis-33564 170 20 ground ground NOUN bracis-33564 170 21 truth truth NOUN bracis-33564 170 22 for for ADP bracis-33564 170 23 each each DET bracis-33564 170 24 phrase phrase NOUN bracis-33564 170 25 and and CCONJ bracis-33564 170 26 word word NOUN bracis-33564 170 27 , , PUNCT bracis-33564 170 28 respectively respectively ADV bracis-33564 170 29 . . PUNCT bracis-33564 171 1 this this DET bracis-33564 171 2 separation separation NOUN bracis-33564 171 3 between between ADP bracis-33564 171 4 levels level NOUN bracis-33564 171 5 was be AUX bracis-33564 171 6 implemented implement VERB bracis-33564 171 7 to to PART bracis-33564 171 8 enhance enhance VERB bracis-33564 171 9 the the DET bracis-33564 171 10 accuracy accuracy NOUN bracis-33564 171 11 of of ADP bracis-33564 171 12 classifications classification NOUN bracis-33564 171 13 . . PUNCT bracis-33564 172 1 evaluating evaluate VERB bracis-33564 172 2 only only ADV bracis-33564 172 3 at at ADP bracis-33564 172 4 the the DET bracis-33564 172 5 sentence sentence NOUN bracis-33564 172 6 level level NOUN bracis-33564 172 7 may may AUX bracis-33564 172 8 allow allow VERB bracis-33564 172 9 for for ADP bracis-33564 172 10 multiple multiple ADJ bracis-33564 172 11 speakers speaker NOUN bracis-33564 172 12 within within ADP bracis-33564 172 13 a a DET bracis-33564 172 14 sentence sentence NOUN bracis-33564 172 15 without without ADP bracis-33564 172 16 significant significant ADJ bracis-33564 172 17 penalties penalty NOUN bracis-33564 172 18 . . PUNCT bracis-33564 173 1 therefore therefore ADV bracis-33564 173 2 , , PUNCT bracis-33564 173 3 we we PRON bracis-33564 173 4 incorporated incorporate VERB bracis-33564 173 5 word word NOUN bracis-33564 173 6 - - PUNCT bracis-33564 173 7 level level NOUN bracis-33564 173 8 evaluation evaluation NOUN bracis-33564 173 9 to to PART bracis-33564 173 10 address address VERB bracis-33564 173 11 this this DET bracis-33564 173 12 issue issue NOUN bracis-33564 173 13 and and CCONJ bracis-33564 173 14 provide provide VERB bracis-33564 173 15 a a DET bracis-33564 173 16 more more ADV bracis-33564 173 17 granular granular ADJ bracis-33564 173 18 assessment assessment NOUN bracis-33564 173 19 . . PUNCT bracis-33564 174 1 to to PART bracis-33564 174 2 assess assess VERB bracis-33564 174 3 the the DET bracis-33564 174 4 variability variability NOUN bracis-33564 174 5 and and CCONJ bracis-33564 174 6 robustness robustness NOUN bracis-33564 174 7 of of ADP bracis-33564 174 8 the the DET bracis-33564 174 9 models model NOUN bracis-33564 174 10 , , PUNCT bracis-33564 174 11 we we PRON bracis-33564 174 12 also also ADV bracis-33564 174 13 utilized utilize VERB bracis-33564 174 14 confidence confidence NOUN bracis-33564 174 15 intervals interval NOUN bracis-33564 174 16 to to PART bracis-33564 174 17 statistically statistically ADV bracis-33564 174 18 demonstrate demonstrate VERB bracis-33564 174 19 these these DET bracis-33564 174 20 differences difference NOUN bracis-33564 174 21 . . PUNCT bracis-33564 175 1 additionally additionally ADV bracis-33564 175 2 , , PUNCT bracis-33564 175 3 we we PRON bracis-33564 175 4 employed employ VERB bracis-33564 175 5 the the DET bracis-33564 175 6 wilcoxon wilcoxon ADJ bracis-33564 175 7 signed sign VERB bracis-33564 175 8 - - PUNCT bracis-33564 175 9 rank rank NOUN bracis-33564 175 10 test test NOUN bracis-33564 175 11 to to PART bracis-33564 175 12 show show VERB bracis-33564 175 13 that that SCONJ bracis-33564 175 14 the the DET bracis-33564 175 15 differences difference NOUN bracis-33564 175 16 between between ADP bracis-33564 175 17 models model NOUN bracis-33564 175 18 are be AUX bracis-33564 175 19 statistically statistically ADV bracis-33564 175 20 significant significant ADJ bracis-33564 175 21 . . PUNCT bracis-33564 176 1 in in ADP bracis-33564 176 2 this this DET bracis-33564 176 3 test test NOUN bracis-33564 176 4 , , PUNCT bracis-33564 176 5 we we PRON bracis-33564 176 6 specified specify VERB bracis-33564 176 7 the the DET bracis-33564 176 8 “ " PUNCT bracis-33564 176 9 greater great ADJ bracis-33564 176 10 ” " PUNCT bracis-33564 176 11 mode mode NOUN bracis-33564 176 12 , , PUNCT bracis-33564 176 13 focusing focus VERB bracis-33564 176 14 on on ADP bracis-33564 176 15 superior superior ADJ bracis-33564 176 16 performance performance NOUN bracis-33564 176 17 rather rather ADV bracis-33564 176 18 than than ADP bracis-33564 176 19 using use VERB bracis-33564 176 20 a a DET bracis-33564 176 21 two two NUM bracis-33564 176 22 - - PUNCT bracis-33564 176 23 sided sided ADJ bracis-33564 176 24 test test NOUN bracis-33564 176 25 . . PUNCT bracis-33564 177 1 this this DET bracis-33564 177 2 approach approach NOUN bracis-33564 177 3 ensured ensure VERB bracis-33564 177 4 that that SCONJ bracis-33564 177 5 our our PRON bracis-33564 177 6 evaluation evaluation NOUN bracis-33564 177 7 emphasized emphasize VERB bracis-33564 177 8 the the DET bracis-33564 177 9 best well ADV bracis-33564 177 10 - - PUNCT bracis-33564 177 11 performing perform VERB bracis-33564 177 12 model model NOUN bracis-33564 177 13 . . PUNCT bracis-33564 178 1 5 5 NUM bracis-33564 178 2 results result VERB bracis-33564 178 3 our our PRON bracis-33564 178 4 main main ADJ bracis-33564 178 5 results result NOUN bracis-33564 178 6 are be AUX bracis-33564 178 7 shown show VERB bracis-33564 178 8 in in ADP bracis-33564 178 9 table table NOUN bracis-33564 178 10     SPACE bracis-33564 178 11 1 1 NUM bracis-33564 178 12 . . PUNCT bracis-33564 179 1 it it PRON bracis-33564 179 2 displays display VERB bracis-33564 179 3 the the DET bracis-33564 179 4 average average ADJ bracis-33564 179 5 accuracy accuracy NOUN bracis-33564 179 6 and and CCONJ bracis-33564 179 7 f1 f1 NOUN bracis-33564 179 8 - - PUNCT bracis-33564 179 9 score score NOUN bracis-33564 179 10 for for ADP bracis-33564 179 11 the the DET bracis-33564 179 12 proposed propose VERB bracis-33564 179 13 method method NOUN bracis-33564 179 14 and and CCONJ bracis-33564 179 15 the the DET bracis-33564 179 16 baseline baseline NOUN bracis-33564 179 17 models model NOUN bracis-33564 179 18 , , PUNCT bracis-33564 179 19 as as ADV bracis-33564 179 20 well well ADV bracis-33564 179 21 as as ADP bracis-33564 179 22 the the DET bracis-33564 179 23 respective respective ADJ bracis-33564 179 24 95 95 NUM bracis-33564 179 25 % % NOUN bracis-33564 179 26 confidence confidence NOUN bracis-33564 179 27 intervals interval NOUN bracis-33564 179 28 . . PUNCT bracis-33564 180 1 table table NOUN bracis-33564 180 2 1 1 NUM bracis-33564 180 3 . . PUNCT bracis-33564 180 4 comparison comparison NOUN bracis-33564 180 5 of of ADP bracis-33564 180 6 our our PRON bracis-33564 180 7 approach approach NOUN bracis-33564 180 8 and and CCONJ bracis-33564 180 9 baseline baseline NOUN bracis-33564 180 10 models model NOUN bracis-33564 180 11 for for ADP bracis-33564 180 12 diarization.full diarization.full PROPN bracis-33564 180 13 size size NOUN bracis-33564 180 14 table table NOUN bracis-33564 180 15 the the DET bracis-33564 180 16 oracle oracle PROPN bracis-33564 180 17 model model NOUN bracis-33564 180 18 exhibited exhibit VERB bracis-33564 180 19 the the DET bracis-33564 180 20 lowest low ADJ bracis-33564 180 21 performance performance NOUN bracis-33564 180 22 , , PUNCT bracis-33564 180 23 with with ADP bracis-33564 180 24 both both PRON bracis-33564 180 25 accuracy accuracy NOUN bracis-33564 180 26 and and CCONJ bracis-33564 180 27 f1 f1 NOUN bracis-33564 180 28 - - PUNCT bracis-33564 180 29 score score NOUN bracis-33564 180 30 consistently consistently ADV bracis-33564 180 31 around around ADP bracis-33564 180 32 0.48 0.48 NUM bracis-33564 180 33 for for ADP bracis-33564 180 34 both both DET bracis-33564 180 35 sentence sentence NOUN bracis-33564 180 36 - - PUNCT bracis-33564 180 37 level level NOUN bracis-33564 180 38 and and CCONJ bracis-33564 180 39 word word NOUN bracis-33564 180 40 - - PUNCT bracis-33564 180 41 level level NOUN bracis-33564 180 42 evaluations evaluation NOUN bracis-33564 180 43 . . PUNCT bracis-33564 181 1 the the DET bracis-33564 181 2 assembly assembly NOUN bracis-33564 181 3 model model NOUN bracis-33564 181 4 performed perform VERB bracis-33564 181 5 moderately moderately ADV bracis-33564 181 6 well well ADV bracis-33564 181 7 , , PUNCT bracis-33564 181 8 with with ADP bracis-33564 181 9 scores score NOUN bracis-33564 181 10 of of ADP bracis-33564 181 11 approximately approximately ADV bracis-33564 181 12 0.81 0.81 NUM bracis-33564 181 13 , , PUNCT bracis-33564 181 14 yet yet CCONJ bracis-33564 181 15 it it PRON bracis-33564 181 16 still still ADV bracis-33564 181 17 fell fall VERB bracis-33564 181 18 short short ADJ bracis-33564 181 19 when when SCONJ bracis-33564 181 20 compared compare VERB bracis-33564 181 21 to to ADP bracis-33564 181 22 our our PRON bracis-33564 181 23 model model NOUN bracis-33564 181 24 ’s ’s PART bracis-33564 181 25 performance performance NOUN bracis-33564 181 26 . . PUNCT bracis-33564 182 1 our our PRON bracis-33564 182 2 model model NOUN bracis-33564 182 3 demonstrated demonstrate VERB bracis-33564 182 4 a a DET bracis-33564 182 5 significant significant ADJ bracis-33564 182 6 improvement improvement NOUN bracis-33564 182 7 in in ADP bracis-33564 182 8 accuracy accuracy NOUN bracis-33564 182 9 , , PUNCT bracis-33564 182 10 achieving achieve VERB bracis-33564 182 11 0.95 0.95 NUM bracis-33564 182 12 and and CCONJ bracis-33564 182 13 0.98 0.98 NUM bracis-33564 182 14 for for ADP bracis-33564 182 15 sentence sentence NOUN bracis-33564 182 16 - - PUNCT bracis-33564 182 17 level level NOUN bracis-33564 182 18 and and CCONJ bracis-33564 182 19 word word NOUN bracis-33564 182 20 - - PUNCT bracis-33564 182 21 level level NOUN bracis-33564 182 22 evaluations evaluation NOUN bracis-33564 182 23 , , PUNCT bracis-33564 182 24 respectively respectively ADV bracis-33564 182 25 . . PUNCT bracis-33564 183 1 this this PRON bracis-33564 183 2 represents represent VERB bracis-33564 183 3 a a DET bracis-33564 183 4 substantial substantial ADJ bracis-33564 183 5 increase increase NOUN bracis-33564 183 6 over over ADP bracis-33564 183 7 both both CCONJ bracis-33564 183 8 the the DET bracis-33564 183 9 oracle oracle NOUN bracis-33564 183 10 and and CCONJ bracis-33564 183 11 assembly assembly NOUN bracis-33564 183 12 models model NOUN bracis-33564 183 13 . . PUNCT bracis-33564 184 1 the the DET bracis-33564 184 2 improvement improvement NOUN bracis-33564 184 3 is be AUX bracis-33564 184 4 similarly similarly ADV bracis-33564 184 5 reflected reflect VERB bracis-33564 184 6 in in ADP bracis-33564 184 7 the the DET bracis-33564 184 8 f1 f1 NOUN bracis-33564 184 9 - - PUNCT bracis-33564 184 10 scores score NOUN bracis-33564 184 11 , , PUNCT bracis-33564 184 12 where where SCONJ bracis-33564 184 13 our our PRON bracis-33564 184 14 model model NOUN bracis-33564 184 15 achieved achieve VERB bracis-33564 184 16 0.96 0.96 NUM bracis-33564 184 17 and and CCONJ bracis-33564 184 18 0.98 0.98 NUM bracis-33564 184 19 for for ADP bracis-33564 184 20 sentence sentence NOUN bracis-33564 184 21 - - PUNCT bracis-33564 184 22 level level NOUN bracis-33564 184 23 and and CCONJ bracis-33564 184 24 word word NOUN bracis-33564 184 25 - - PUNCT bracis-33564 184 26 level level NOUN bracis-33564 184 27 evaluations evaluation NOUN bracis-33564 184 28 , , PUNCT bracis-33564 184 29 respectively respectively ADV bracis-33564 184 30 . . PUNCT bracis-33564 185 1 additionally additionally ADV bracis-33564 185 2 , , PUNCT bracis-33564 185 3 the the DET bracis-33564 185 4 evaluation evaluation NOUN bracis-33564 185 5 of of ADP bracis-33564 185 6 the the DET bracis-33564 185 7 confidence confidence NOUN bracis-33564 185 8 intervals interval NOUN bracis-33564 185 9 reveals reveal VERB bracis-33564 185 10 that that SCONJ bracis-33564 185 11 our our PRON bracis-33564 185 12 approach approach NOUN bracis-33564 185 13 exhibits exhibit VERB bracis-33564 185 14 the the DET bracis-33564 185 15 lowest low ADJ bracis-33564 185 16 variability variability NOUN bracis-33564 185 17 , , PUNCT bracis-33564 185 18 indicating indicate VERB bracis-33564 185 19 high high ADJ bracis-33564 185 20 precision precision NOUN bracis-33564 185 21 and and CCONJ bracis-33564 185 22 consistency consistency NOUN bracis-33564 185 23 in in ADP bracis-33564 185 24 the the DET bracis-33564 185 25 results result NOUN bracis-33564 185 26 . . PUNCT bracis-33564 186 1 this this PRON bracis-33564 186 2 suggests suggest VERB bracis-33564 186 3 that that SCONJ bracis-33564 186 4 our our PRON bracis-33564 186 5 method method NOUN bracis-33564 186 6 is be AUX bracis-33564 186 7 both both PRON bracis-33564 186 8 robust robust ADJ bracis-33564 186 9 and and CCONJ bracis-33564 186 10 effective effective ADJ bracis-33564 186 11 , , PUNCT bracis-33564 186 12 especially especially ADV bracis-33564 186 13 when when SCONJ bracis-33564 186 14 compared compare VERB bracis-33564 186 15 to to ADP bracis-33564 186 16 the the DET bracis-33564 186 17 other other ADJ bracis-33564 186 18 models model NOUN bracis-33564 186 19 , , PUNCT bracis-33564 186 20 which which PRON bracis-33564 186 21 show show VERB bracis-33564 186 22 greater great ADJ bracis-33564 186 23 variability variability NOUN bracis-33564 186 24 in in ADP bracis-33564 186 25 their their PRON bracis-33564 186 26 confidence confidence NOUN bracis-33564 186 27 intervals interval NOUN bracis-33564 186 28 . . PUNCT bracis-33564 187 1 the the DET bracis-33564 187 2 superior superior ADJ bracis-33564 187 3 performance performance NOUN bracis-33564 187 4 of of ADP bracis-33564 187 5 our our PRON bracis-33564 187 6 method method NOUN bracis-33564 187 7 across across ADP bracis-33564 187 8 both both DET bracis-33564 187 9 evaluation evaluation NOUN bracis-33564 187 10 metrics metric NOUN bracis-33564 187 11 indicates indicate VERB bracis-33564 187 12 that that SCONJ bracis-33564 187 13 it it PRON bracis-33564 187 14 generalizes generalize VERB bracis-33564 187 15 well well ADV bracis-33564 187 16 across across ADP bracis-33564 187 17 different different ADJ bracis-33564 187 18 audio audio ADJ bracis-33564 187 19 types type NOUN bracis-33564 187 20 , , PUNCT bracis-33564 187 21 performing perform VERB bracis-33564 187 22 effectively effectively ADV bracis-33564 187 23 on on ADP bracis-33564 187 24 both both CCONJ bracis-33564 187 25 high high ADJ bracis-33564 187 26 and and CCONJ bracis-33564 187 27 low low ADJ bracis-33564 187 28 conversational conversational ADJ bracis-33564 187 29 recordings recording NOUN bracis-33564 187 30 within within ADP bracis-33564 187 31 our our PRON bracis-33564 187 32 dataset dataset NOUN bracis-33564 187 33 . . PUNCT bracis-33564 188 1 to to PART bracis-33564 188 2 further far ADV bracis-33564 188 3 validate validate VERB bracis-33564 188 4 these these DET bracis-33564 188 5 differences difference NOUN bracis-33564 188 6 , , PUNCT bracis-33564 188 7 we we PRON bracis-33564 188 8 performed perform VERB bracis-33564 188 9 a a DET bracis-33564 188 10 wilcoxon wilcoxon ADJ bracis-33564 188 11 signed sign VERB bracis-33564 188 12 - - PUNCT bracis-33564 188 13 rank rank NOUN bracis-33564 188 14 test test NOUN bracis-33564 188 15 to to PART bracis-33564 188 16 compare compare VERB bracis-33564 188 17 the the DET bracis-33564 188 18 results result NOUN bracis-33564 188 19 across across ADP bracis-33564 188 20 the the DET bracis-33564 188 21 different different ADJ bracis-33564 188 22 models model NOUN bracis-33564 188 23 . . PUNCT bracis-33564 189 1 the the DET bracis-33564 189 2 outcomes outcome NOUN bracis-33564 189 3 of of ADP bracis-33564 189 4 this this DET bracis-33564 189 5 test test NOUN bracis-33564 189 6 are be AUX bracis-33564 189 7 presented present VERB bracis-33564 189 8 in in ADP bracis-33564 189 9 table table NOUN bracis-33564 189 10     SPACE bracis-33564 189 11 2 2 NUM bracis-33564 189 12 . . PUNCT bracis-33564 189 13 table table NOUN bracis-33564 189 14 2 2 NUM bracis-33564 189 15 . . PUNCT bracis-33564 189 16 comparison comparison NOUN bracis-33564 189 17 of of ADP bracis-33564 189 18 our our PRON bracis-33564 189 19 approach approach NOUN bracis-33564 189 20 and and CCONJ bracis-33564 189 21 baseline baseline NOUN bracis-33564 189 22 models model NOUN bracis-33564 189 23 using use VERB bracis-33564 189 24 the the DET bracis-33564 189 25 wilcoxon wilcoxon ADJ bracis-33564 189 26 signed sign VERB bracis-33564 189 27 - - PUNCT bracis-33564 189 28 rank rank NOUN bracis-33564 189 29 test.full test.full NOUN bracis-33564 189 30 size size NOUN bracis-33564 189 31 table table NOUN bracis-33564 189 32 as as SCONJ bracis-33564 189 33 shown show VERB bracis-33564 189 34 in in ADP bracis-33564 189 35 table table NOUN bracis-33564 189 36     SPACE bracis-33564 189 37 2 2 NUM bracis-33564 189 38 , , PUNCT bracis-33564 189 39 all all DET bracis-33564 189 40 results result NOUN bracis-33564 189 41 are be AUX bracis-33564 189 42 statistically statistically ADV bracis-33564 189 43 significant significant ADJ bracis-33564 189 44 , , PUNCT bracis-33564 189 45 providing provide VERB bracis-33564 189 46 strong strong ADJ bracis-33564 189 47 evidence evidence NOUN bracis-33564 189 48 of of ADP bracis-33564 189 49 differences difference NOUN bracis-33564 189 50 between between ADP bracis-33564 189 51 the the DET bracis-33564 189 52 models model NOUN bracis-33564 189 53 . . PUNCT bracis-33564 190 1 the the DET bracis-33564 190 2 wilcoxon wilcoxon PROPN bracis-33564 190 3 test test NOUN bracis-33564 190 4 results result NOUN bracis-33564 190 5 allow allow VERB bracis-33564 190 6 us we PRON bracis-33564 190 7 to to PART bracis-33564 190 8 state state VERB bracis-33564 190 9 with with ADP bracis-33564 190 10 95 95 NUM bracis-33564 190 11 % % NOUN bracis-33564 190 12 confidence confidence NOUN bracis-33564 190 13 that that SCONJ bracis-33564 190 14 our our PRON bracis-33564 190 15 model model NOUN bracis-33564 190 16 performs perform VERB bracis-33564 190 17 significantly significantly ADV bracis-33564 190 18 better well ADJ bracis-33564 190 19 than than ADP bracis-33564 190 20 both both CCONJ bracis-33564 190 21 the the DET bracis-33564 190 22 assembly assembly NOUN bracis-33564 190 23 model model NOUN bracis-33564 190 24 and and CCONJ bracis-33564 190 25 the the DET bracis-33564 190 26 oracle oracle NOUN bracis-33564 190 27 model model NOUN bracis-33564 190 28 at at ADP bracis-33564 190 29 both both CCONJ bracis-33564 190 30 the the DET bracis-33564 190 31 sentence sentence NOUN bracis-33564 190 32 and and CCONJ bracis-33564 190 33 word word NOUN bracis-33564 190 34 levels level NOUN bracis-33564 190 35 , , PUNCT bracis-33564 190 36 in in ADP bracis-33564 190 37 terms term NOUN bracis-33564 190 38 of of ADP bracis-33564 190 39 both both PRON bracis-33564 190 40 accuracy accuracy NOUN bracis-33564 190 41 and and CCONJ bracis-33564 190 42 f1 f1 NOUN bracis-33564 190 43 - - PUNCT bracis-33564 190 44 score score NOUN bracis-33564 190 45 . . PUNCT bracis-33564 191 1 additionally additionally ADV bracis-33564 191 2 , , PUNCT bracis-33564 191 3 our our PRON bracis-33564 191 4 method method NOUN bracis-33564 191 5 has have VERB bracis-33564 191 6 the the DET bracis-33564 191 7 unique unique ADJ bracis-33564 191 8 ability ability NOUN bracis-33564 191 9 to to PART bracis-33564 191 10 identify identify VERB bracis-33564 191 11 speakers speaker NOUN bracis-33564 191 12 based base VERB bracis-33564 191 13 on on ADP bracis-33564 191 14 their their PRON bracis-33564 191 15 roles role NOUN bracis-33564 191 16 within within ADP bracis-33564 191 17 a a DET bracis-33564 191 18 simple simple ADJ bracis-33564 191 19 hierarchy hierarchy NOUN bracis-33564 191 20 ( ( PUNCT bracis-33564 191 21 e.g. e.g. ADV bracis-33564 191 22 , , PUNCT bracis-33564 191 23 president president NOUN bracis-33564 191 24 and and CCONJ bracis-33564 191 25 deputies deputy NOUN bracis-33564 191 26 ) ) PUNCT bracis-33564 191 27 . . PUNCT bracis-33564 192 1 this this DET bracis-33564 192 2 functionality functionality NOUN bracis-33564 192 3 could could AUX bracis-33564 192 4 be be AUX bracis-33564 192 5 integrated integrate VERB bracis-33564 192 6 into into ADP bracis-33564 192 7 speaker speaker NOUN bracis-33564 192 8 - - PUNCT bracis-33564 192 9 identified identify VERB bracis-33564 192 10 transcription transcription NOUN bracis-33564 192 11 tasks task NOUN bracis-33564 192 12 if if SCONJ bracis-33564 192 13 required require VERB bracis-33564 192 14 , , PUNCT bracis-33564 192 15 though though SCONJ bracis-33564 192 16 it it PRON bracis-33564 192 17 would would AUX bracis-33564 192 18 necessitate necessitate VERB bracis-33564 192 19 a a DET bracis-33564 192 20 robust robust ADJ bracis-33564 192 21 example example NOUN bracis-33564 192 22 for for ADP bracis-33564 192 23 effective effective ADJ bracis-33564 192 24 implementation implementation NOUN bracis-33564 192 25 . . PUNCT bracis-33564 193 1 all all DET bracis-33564 193 2 transcriptions transcription NOUN bracis-33564 193 3 and and CCONJ bracis-33564 193 4 predictions prediction NOUN bracis-33564 193 5 generated generate VERB bracis-33564 193 6 by by ADP bracis-33564 193 7 our our PRON bracis-33564 193 8 model model NOUN bracis-33564 193 9 are be AUX bracis-33564 193 10 available available ADJ bracis-33564 193 11 on on ADP bracis-33564 193 12 our our PRON bracis-33564 193 13 github github NOUN bracis-33564 193 14 . . PUNCT bracis-33564 194 1 5.1 5.1 NUM bracis-33564 194 2 limitations limitation NOUN bracis-33564 194 3 our our PRON bracis-33564 194 4 model model NOUN bracis-33564 194 5 is be AUX bracis-33564 194 6 aligned align VERB bracis-33564 194 7 with with ADP bracis-33564 194 8 the the DET bracis-33564 194 9 whisper whisper NOUN bracis-33564 194 10 - - PUNCT bracis-33564 194 11 v2 v2 NOUN bracis-33564 194 12 model model NOUN bracis-33564 194 13 , , PUNCT bracis-33564 194 14 which which PRON bracis-33564 194 15 can can AUX bracis-33564 194 16 transcribe transcribe VERB bracis-33564 194 17 audio audio ADJ bracis-33564 194 18 segments segment NOUN bracis-33564 194 19 up up ADP bracis-33564 194 20 to to PART bracis-33564 194 21 25 25 NUM bracis-33564 194 22 mb mb NOUN bracis-33564 194 23 in in ADP bracis-33564 194 24 size size NOUN bracis-33564 194 25 . . PUNCT bracis-33564 195 1 consequently consequently ADV bracis-33564 195 2 , , PUNCT bracis-33564 195 3 our our PRON bracis-33564 195 4 diarization diarization NOUN bracis-33564 195 5 method method NOUN bracis-33564 195 6 achieves achieve VERB bracis-33564 195 7 state state NOUN bracis-33564 195 8 - - PUNCT bracis-33564 195 9 of of ADP bracis-33564 195 10 - - PUNCT bracis-33564 195 11 the the DET bracis-33564 195 12 - - PUNCT bracis-33564 195 13 art art NOUN bracis-33564 195 14 results result NOUN bracis-33564 195 15 only only ADV bracis-33564 195 16 for for ADP bracis-33564 195 17 audio audio ADJ bracis-33564 195 18 segments segment NOUN bracis-33564 195 19 within within ADP bracis-33564 195 20 this this DET bracis-33564 195 21 size size NOUN bracis-33564 195 22 limit limit NOUN bracis-33564 195 23 . . PUNCT bracis-33564 196 1 although although SCONJ bracis-33564 196 2 enhancing enhance VERB bracis-33564 196 3 the the DET bracis-33564 196 4 model model NOUN bracis-33564 196 5 ’s ’s PART bracis-33564 196 6 robustness robustness NOUN bracis-33564 196 7 is be AUX bracis-33564 196 8 a a DET bracis-33564 196 9 potential potential ADJ bracis-33564 196 10 area area NOUN bracis-33564 196 11 for for ADP bracis-33564 196 12 future future ADJ bracis-33564 196 13 work work NOUN bracis-33564 196 14 , , PUNCT bracis-33564 196 15 this this DET bracis-33564 196 16 study study NOUN bracis-33564 196 17 operates operate VERB bracis-33564 196 18 within within ADP bracis-33564 196 19 the the DET bracis-33564 196 20 specified specify VERB bracis-33564 196 21 constraint constraint NOUN bracis-33564 196 22 . . PUNCT bracis-33564 197 1 furthermore furthermore ADV bracis-33564 197 2 , , PUNCT bracis-33564 197 3 since since SCONJ bracis-33564 197 4 we we PRON bracis-33564 197 5 leveraged leverage VERB bracis-33564 197 6 generative generative ADJ bracis-33564 197 7 models model NOUN bracis-33564 197 8 , , PUNCT bracis-33564 197 9 the the DET bracis-33564 197 10 outputs output NOUN bracis-33564 197 11 may may AUX bracis-33564 197 12 slightly slightly ADV bracis-33564 197 13 vary vary VERB bracis-33564 197 14 with with ADP bracis-33564 197 15 each each DET bracis-33564 197 16 prompt prompt NOUN bracis-33564 197 17 . . PUNCT bracis-33564 198 1 we we PRON bracis-33564 198 2 recommend recommend VERB bracis-33564 198 3 iterating iterate VERB bracis-33564 198 4 the the DET bracis-33564 198 5 process process NOUN bracis-33564 198 6 a a DET bracis-33564 198 7 few few ADJ bracis-33564 198 8 times time NOUN bracis-33564 198 9 to to PART bracis-33564 198 10 ensure ensure VERB bracis-33564 198 11 the the DET bracis-33564 198 12 effectiveness effectiveness NOUN bracis-33564 198 13 of of ADP bracis-33564 198 14 the the DET bracis-33564 198 15 task task NOUN bracis-33564 198 16 . . PUNCT bracis-33564 199 1 6 6 NUM bracis-33564 199 2 conclusion conclusion NOUN bracis-33564 199 3 in in ADP bracis-33564 199 4 this this DET bracis-33564 199 5 work work NOUN bracis-33564 199 6 , , PUNCT bracis-33564 199 7 we we PRON bracis-33564 199 8 introduced introduce VERB bracis-33564 199 9 a a DET bracis-33564 199 10 new new ADJ bracis-33564 199 11 method method NOUN bracis-33564 199 12 for for ADP bracis-33564 199 13 the the DET bracis-33564 199 14 diarization diarization NOUN bracis-33564 199 15 of of ADP bracis-33564 199 16 audio audio NOUN bracis-33564 199 17 and and CCONJ bracis-33564 199 18 video video NOUN bracis-33564 199 19 . . PUNCT bracis-33564 200 1 our our PRON bracis-33564 200 2 approach approach NOUN bracis-33564 200 3 leverages leverage VERB bracis-33564 200 4 the the DET bracis-33564 200 5 power power NOUN bracis-33564 200 6 of of ADP bracis-33564 200 7 large large ADJ bracis-33564 200 8 language language NOUN bracis-33564 200 9 models model NOUN bracis-33564 200 10 to to PART bracis-33564 200 11 excel excel VERB bracis-33564 200 12 in in ADP bracis-33564 200 13 this this DET bracis-33564 200 14 task task NOUN bracis-33564 200 15 , , PUNCT bracis-33564 200 16 particularly particularly ADV bracis-33564 200 17 in in ADP bracis-33564 200 18 languages language NOUN bracis-33564 200 19 that that PRON bracis-33564 200 20 lack lack VERB bracis-33564 200 21 established establish VERB bracis-33564 200 22 diarization diarization NOUN bracis-33564 200 23 methodologies methodology NOUN bracis-33564 200 24 . . PUNCT bracis-33564 201 1 by by ADP bracis-33564 201 2 prioritizing prioritize VERB bracis-33564 201 3 an an DET bracis-33564 201 4 understanding understanding NOUN bracis-33564 201 5 of of ADP bracis-33564 201 6 textual textual ADJ bracis-33564 201 7 context context NOUN bracis-33564 201 8 and and CCONJ bracis-33564 201 9 cues cue NOUN bracis-33564 201 10 over over ADP bracis-33564 201 11 traditional traditional ADJ bracis-33564 201 12 audio audio ADJ bracis-33564 201 13 signal signal NOUN bracis-33564 201 14 - - PUNCT bracis-33564 201 15 based base VERB bracis-33564 201 16 speech speech NOUN bracis-33564 201 17 diarization diarization NOUN bracis-33564 201 18 techniques technique NOUN bracis-33564 201 19 , , PUNCT bracis-33564 201 20 we we PRON bracis-33564 201 21 achieved achieve VERB bracis-33564 201 22 state state NOUN bracis-33564 201 23 - - PUNCT bracis-33564 201 24 of of ADP bracis-33564 201 25 - - PUNCT bracis-33564 201 26 the the DET bracis-33564 201 27 - - PUNCT bracis-33564 201 28 art art NOUN bracis-33564 201 29 results result NOUN bracis-33564 201 30 for for ADP bracis-33564 201 31 the the DET bracis-33564 201 32 portuguese portuguese ADJ bracis-33564 201 33 language language NOUN bracis-33564 201 34 . . PUNCT bracis-33564 202 1 our our PRON bracis-33564 202 2 primary primary ADJ bracis-33564 202 3 objective objective NOUN bracis-33564 202 4 was be AUX bracis-33564 202 5 to to PART bracis-33564 202 6 compare compare VERB bracis-33564 202 7 our our PRON bracis-33564 202 8 method method NOUN bracis-33564 202 9 with with ADP bracis-33564 202 10 other other ADJ bracis-33564 202 11 available available ADJ bracis-33564 202 12 methods method NOUN bracis-33564 202 13 for for ADP bracis-33564 202 14 portuguese portuguese ADJ bracis-33564 202 15 , , PUNCT bracis-33564 202 16 such such ADJ bracis-33564 202 17 as as ADP bracis-33564 202 18 the the DET bracis-33564 202 19 oracle oracle PROPN bracis-33564 202 20 model model NOUN bracis-33564 202 21 and and CCONJ bracis-33564 202 22 assemblyai assemblyai NOUN bracis-33564 202 23 . . PUNCT bracis-33564 203 1 the the DET bracis-33564 203 2 results result NOUN bracis-33564 203 3 demonstrated demonstrate VERB bracis-33564 203 4 that that SCONJ bracis-33564 203 5 our our PRON bracis-33564 203 6 method method NOUN bracis-33564 203 7 significantly significantly ADV bracis-33564 203 8 outperformed outperform VERB bracis-33564 203 9 baseline baseline NOUN bracis-33564 203 10 methods method NOUN bracis-33564 203 11 , , PUNCT bracis-33564 203 12 achieving achieve VERB bracis-33564 203 13 higher high ADJ bracis-33564 203 14 accuracy accuracy NOUN bracis-33564 203 15 and and CCONJ bracis-33564 203 16 f1 f1 NOUN bracis-33564 203 17 - - PUNCT bracis-33564 203 18 scores score NOUN bracis-33564 203 19 ( ( PUNCT bracis-33564 203 20 0.95 0.95 NUM bracis-33564 203 21 and and CCONJ bracis-33564 203 22 0.98 0.98 NUM bracis-33564 203 23 for for ADP bracis-33564 203 24 sentence sentence NOUN bracis-33564 203 25 - - PUNCT bracis-33564 203 26 level level NOUN bracis-33564 203 27 and and CCONJ bracis-33564 203 28 0.96 0.96 NUM bracis-33564 203 29 and and CCONJ bracis-33564 203 30 0.98 0.98 NUM bracis-33564 203 31 for for ADP bracis-33564 203 32 word word NOUN bracis-33564 203 33 - - PUNCT bracis-33564 203 34 level level NOUN bracis-33564 203 35 evaluations evaluation NOUN bracis-33564 203 36 ) ) PUNCT bracis-33564 203 37 . . PUNCT bracis-33564 204 1 additionally additionally ADV bracis-33564 204 2 , , PUNCT bracis-33564 204 3 the the DET bracis-33564 204 4 narrow narrow ADJ bracis-33564 204 5 confidence confidence NOUN bracis-33564 204 6 intervals interval NOUN bracis-33564 204 7 indicated indicate VERB bracis-33564 204 8 high high ADJ bracis-33564 204 9 precision precision NOUN bracis-33564 204 10 and and CCONJ bracis-33564 204 11 consistency consistency NOUN bracis-33564 204 12 . . PUNCT bracis-33564 205 1 the the DET bracis-33564 205 2 statistical statistical ADJ bracis-33564 205 3 significance significance NOUN bracis-33564 205 4 confirmed confirm VERB bracis-33564 205 5 by by ADP bracis-33564 205 6 the the DET bracis-33564 205 7 wilcoxon wilcoxon ADJ bracis-33564 205 8 signed sign VERB bracis-33564 205 9 - - PUNCT bracis-33564 205 10 rank rank NOUN bracis-33564 205 11 test test NOUN bracis-33564 205 12 further far ADV bracis-33564 205 13 supported support VERB bracis-33564 205 14 the the DET bracis-33564 205 15 superior superior ADJ bracis-33564 205 16 performance performance NOUN bracis-33564 205 17 of of ADP bracis-33564 205 18 our our PRON bracis-33564 205 19 model model NOUN bracis-33564 205 20 . . PUNCT bracis-33564 206 1 moreover moreover ADV bracis-33564 206 2 , , PUNCT bracis-33564 206 3 its its PRON bracis-33564 206 4 ability ability NOUN bracis-33564 206 5 to to PART bracis-33564 206 6 identify identify VERB bracis-33564 206 7 speakers speaker NOUN bracis-33564 206 8 based base VERB bracis-33564 206 9 on on ADP bracis-33564 206 10 their their PRON bracis-33564 206 11 roles role NOUN bracis-33564 206 12 within within ADP bracis-33564 206 13 a a DET bracis-33564 206 14 hierarchy hierarchy NOUN bracis-33564 206 15 , , PUNCT bracis-33564 206 16 such such ADJ bracis-33564 206 17 as as ADP bracis-33564 206 18 distinguishing distinguish VERB bracis-33564 206 19 between between ADP bracis-33564 206 20 a a DET bracis-33564 206 21 president president NOUN bracis-33564 206 22 and and CCONJ bracis-33564 206 23 deputies deputy NOUN bracis-33564 206 24 , , PUNCT bracis-33564 206 25 adds add VERB bracis-33564 206 26 another another DET bracis-33564 206 27 layer layer NOUN bracis-33564 206 28 of of ADP bracis-33564 206 29 functionality functionality NOUN bracis-33564 206 30 that that PRON bracis-33564 206 31 could could AUX bracis-33564 206 32 be be AUX bracis-33564 206 33 integrated integrate VERB bracis-33564 206 34 into into ADP bracis-33564 206 35 more more ADV bracis-33564 206 36 complex complex ADJ bracis-33564 206 37 diarization diarization NOUN bracis-33564 206 38 tasks task NOUN bracis-33564 206 39 . . PUNCT bracis-33564 207 1 for for ADP bracis-33564 207 2 future future ADJ bracis-33564 207 3 work work NOUN bracis-33564 207 4 , , PUNCT bracis-33564 207 5 we we PRON bracis-33564 207 6 aim aim VERB bracis-33564 207 7 to to PART bracis-33564 207 8 investigate investigate VERB bracis-33564 207 9 its its PRON bracis-33564 207 10 behavior behavior NOUN bracis-33564 207 11 on on ADP bracis-33564 207 12 longer long ADJ bracis-33564 207 13 audio audio ADJ bracis-33564 207 14 segments segment NOUN bracis-33564 207 15 and and CCONJ bracis-33564 207 16 expand expand VERB bracis-33564 207 17 its its PRON bracis-33564 207 18 evaluation evaluation NOUN bracis-33564 207 19 by by ADP bracis-33564 207 20 validating validate VERB bracis-33564 207 21 it it PRON bracis-33564 207 22 on on ADP bracis-33564 207 23 a a DET bracis-33564 207 24 wider wide ADJ bracis-33564 207 25 variety variety NOUN bracis-33564 207 26 of of ADP bracis-33564 207 27 data datum NOUN bracis-33564 207 28 . . PUNCT bracis-33564 208 1 additionally additionally ADV bracis-33564 208 2 , , PUNCT bracis-33564 208 3 we we PRON bracis-33564 208 4 see see VERB bracis-33564 208 5 potential potential NOUN bracis-33564 208 6 in in ADP bracis-33564 208 7 extending extend VERB bracis-33564 208 8 it it PRON bracis-33564 208 9 to to ADP bracis-33564 208 10 other other ADJ bracis-33564 208 11 languages language NOUN bracis-33564 208 12 , , PUNCT bracis-33564 208 13 especially especially ADV bracis-33564 208 14 those those DET bracis-33564 208 15 lacking lack VERB bracis-33564 208 16 well well ADV bracis-33564 208 17 - - PUNCT bracis-33564 208 18 established establish VERB bracis-33564 208 19 diarization diarization NOUN bracis-33564 208 20 tools tool NOUN bracis-33564 208 21 , , PUNCT bracis-33564 208 22 such such ADJ bracis-33564 208 23 as as ADP bracis-33564 208 24 spanish spanish ADJ bracis-33564 208 25 and and CCONJ bracis-33564 208 26 italian italian ADJ bracis-33564 208 27 , , PUNCT bracis-33564 208 28 and and CCONJ bracis-33564 208 29 including include VERB bracis-33564 208 30 multilingual multilingual ADJ bracis-33564 208 31 evaluations evaluation NOUN bracis-33564 208 32 in in ADP bracis-33564 208 33 our our PRON bracis-33564 208 34 comparisons comparison NOUN bracis-33564 208 35 . . PUNCT bracis-33564 209 1 furthermore furthermore ADV bracis-33564 209 2 , , PUNCT bracis-33564 209 3 we we PRON bracis-33564 209 4 aim aim VERB bracis-33564 209 5 to to PART bracis-33564 209 6 adapt adapt VERB bracis-33564 209 7 the the DET bracis-33564 209 8 method method NOUN bracis-33564 209 9 for for ADP bracis-33564 209 10 real real ADJ bracis-33564 209 11 - - PUNCT bracis-33564 209 12 time time NOUN bracis-33564 209 13 applications application NOUN bracis-33564 209 14 and and CCONJ bracis-33564 209 15 explore explore VERB bracis-33564 209 16 the the DET bracis-33564 209 17 integration integration NOUN bracis-33564 209 18 of of ADP bracis-33564 209 19 retrieval retrieval NOUN bracis-33564 209 20 - - PUNCT bracis-33564 209 21 augmented augment VERB bracis-33564 209 22 generation generation NOUN bracis-33564 209 23 ( ( PUNCT bracis-33564 209 24 rag rag NOUN bracis-33564 209 25 ) ) PUNCT bracis-33564 209 26 . . PUNCT bracis-33564 210 1 by by ADP bracis-33564 210 2 connecting connect VERB bracis-33564 210 3 the the DET bracis-33564 210 4 generative generative ADJ bracis-33564 210 5 model model NOUN bracis-33564 210 6 to to ADP bracis-33564 210 7 a a DET bracis-33564 210 8 website website NOUN bracis-33564 210 9 , , PUNCT bracis-33564 210 10 rag rag NOUN bracis-33564 210 11 could could AUX bracis-33564 210 12 enable enable VERB bracis-33564 210 13 the the DET bracis-33564 210 14 model model NOUN bracis-33564 210 15 to to PART bracis-33564 210 16 selectively selectively ADV bracis-33564 210 17 search search VERB bracis-33564 210 18 for for ADP bracis-33564 210 19 relevant relevant ADJ bracis-33564 210 20 examples example NOUN bracis-33564 210 21 and and CCONJ bracis-33564 210 22 content content NOUN bracis-33564 210 23 . . PUNCT bracis-33564 211 1 in in ADP bracis-33564 211 2 addition addition NOUN bracis-33564 211 3 , , PUNCT bracis-33564 211 4 we we PRON bracis-33564 211 5 plan plan VERB bracis-33564 211 6 to to PART bracis-33564 211 7 perform perform VERB bracis-33564 211 8 ablation ablation NOUN bracis-33564 211 9 studies study NOUN bracis-33564 211 10 to to PART bracis-33564 211 11 better well ADV bracis-33564 211 12 understand understand VERB bracis-33564 211 13 the the DET bracis-33564 211 14 contributions contribution NOUN bracis-33564 211 15 of of ADP bracis-33564 211 16 each each DET bracis-33564 211 17 component component NOUN bracis-33564 211 18 within within ADP bracis-33564 211 19 the the DET bracis-33564 211 20 proposed propose VERB bracis-33564 211 21 framework framework NOUN bracis-33564 211 22 . . PUNCT bracis-33564 212 1 finally finally ADV bracis-33564 212 2 , , PUNCT bracis-33564 212 3 llms llm NOUN bracis-33564 212 4 , , PUNCT bracis-33564 212 5 with with ADP bracis-33564 212 6 their their PRON bracis-33564 212 7 vast vast ADJ bracis-33564 212 8 parameter parameter NOUN bracis-33564 212 9 - - PUNCT bracis-33564 212 10 rich rich ADJ bracis-33564 212 11 architectures architecture NOUN bracis-33564 212 12 , , PUNCT bracis-33564 212 13 hold hold VERB bracis-33564 212 14 the the DET bracis-33564 212 15 potential potential NOUN bracis-33564 212 16 to to PART bracis-33564 212 17 tackle tackle VERB bracis-33564 212 18 a a DET bracis-33564 212 19 wide wide ADJ bracis-33564 212 20 array array NOUN bracis-33564 212 21 of of ADP bracis-33564 212 22 challenges challenge NOUN bracis-33564 212 23 . . PUNCT bracis-33564 213 1 in in ADP bracis-33564 213 2 this this DET bracis-33564 213 3 sense sense NOUN bracis-33564 213 4 , , PUNCT bracis-33564 213 5 we we PRON bracis-33564 213 6 believe believe VERB bracis-33564 213 7 this this DET bracis-33564 213 8 work work NOUN bracis-33564 213 9 aligns align VERB bracis-33564 213 10 with with ADP bracis-33564 213 11 the the DET bracis-33564 213 12 emerging emerge VERB bracis-33564 213 13 trend trend NOUN bracis-33564 213 14 of of ADP bracis-33564 213 15 leveraging leverage VERB bracis-33564 213 16 generative generative ADJ bracis-33564 213 17 models model NOUN bracis-33564 213 18 for for ADP bracis-33564 213 19 tasks task NOUN bracis-33564 213 20 beyond beyond ADP bracis-33564 213 21 text text NOUN bracis-33564 213 22 , , PUNCT bracis-33564 213 23 extending extend VERB bracis-33564 213 24 into into ADP bracis-33564 213 25 areas area NOUN bracis-33564 213 26 such such ADJ bracis-33564 213 27 as as ADP bracis-33564 213 28 video video NOUN bracis-33564 213 29 , , PUNCT bracis-33564 213 30 audio audio NOUN bracis-33564 213 31 , , PUNCT bracis-33564 213 32 and and CCONJ bracis-33564 213 33 beyond beyond ADP bracis-33564 213 34 . . PUNCT bracis-33564 214 1 notes note NOUN bracis-33564 214 2 1.in 1.in NUM bracis-33564 214 3 this this DET bracis-33564 214 4 article article NOUN bracis-33564 214 5 , , PUNCT bracis-33564 214 6 we we PRON bracis-33564 214 7 focus focus VERB bracis-33564 214 8 on on ADP bracis-33564 214 9 diarizing diarize VERB bracis-33564 214 10 videos video NOUN bracis-33564 214 11 ; ; PUNCT bracis-33564 214 12 however however ADV bracis-33564 214 13 , , PUNCT bracis-33564 214 14 the the DET bracis-33564 214 15 process process NOUN bracis-33564 214 16 can can AUX bracis-33564 214 17 be be AUX bracis-33564 214 18 equally equally ADV bracis-33564 214 19 applied apply VERB bracis-33564 214 20 to to ADP bracis-33564 214 21 audio audio NOUN bracis-33564 214 22 inputs input NOUN bracis-33564 214 23 . . PUNCT bracis-33564 215 1 references reference NOUN bracis-33564 215 2 ai ai VERB bracis-33564 215 3 , , PUNCT bracis-33564 215 4 m. m. NOUN bracis-33564 215 5 : : PUNCT bracis-33564 215 6 llama llama PROPN bracis-33564 215 7 3 3 NUM bracis-33564 215 8 ( ( PUNCT bracis-33564 215 9 2024 2024 NUM bracis-33564 215 10 ) ) PUNCT bracis-33564 215 11 . . PUNCT bracis-33564 216 1 https://llama.meta.com/. https://llama.meta.com/. PROPN bracis-33564 216 2 accessed access VERB bracis-33564 216 3 28 28 NUM bracis-33564 216 4 aug aug PROPN bracis-33564 216 5 2024 2024 NUM bracis-33564 216 6 ali ali PROPN bracis-33564 216 7 , , PUNCT bracis-33564 216 8 a. a. PROPN bracis-33564 216 9 , , PUNCT bracis-33564 216 10 renals renal NOUN bracis-33564 216 11 , , PUNCT bracis-33564 216 12 s. s. PROPN bracis-33564 216 13 : : PUNCT bracis-33564 216 14 word word NOUN bracis-33564 216 15 error error NOUN bracis-33564 216 16 rate rate NOUN bracis-33564 216 17 estimation estimation NOUN bracis-33564 216 18 for for ADP bracis-33564 216 19 speech speech NOUN bracis-33564 216 20 recognition recognition NOUN bracis-33564 216 21 : : PUNCT bracis-33564 217 1 e e X bracis-33564 217 2 - - NOUN bracis-33564 217 3 wer wer NOUN bracis-33564 217 4 . . PUNCT bracis-33564 218 1 in in ADP bracis-33564 218 2 : : PUNCT bracis-33564 218 3 gurevych gurevych PROPN bracis-33564 218 4 , , PUNCT bracis-33564 218 5 i. i. NOUN bracis-33564 218 6 , , PUNCT bracis-33564 218 7 miyao miyao NOUN bracis-33564 218 8 , , PUNCT bracis-33564 218 9 y. y. PROPN bracis-33564 218 10 ( ( PUNCT bracis-33564 218 11 eds eds PROPN bracis-33564 218 12 . . PUNCT bracis-33564 218 13 ) ) PUNCT bracis-33564 218 14 proceedings proceeding NOUN bracis-33564 218 15 of of ADP bracis-33564 218 16 the the DET bracis-33564 218 17 56th 56th ADJ bracis-33564 218 18 annual annual ADJ bracis-33564 218 19 meeting meeting NOUN bracis-33564 218 20 of of ADP bracis-33564 218 21 the the DET bracis-33564 218 22 association association NOUN bracis-33564 218 23 for for ADP bracis-33564 218 24 computational computational ADJ bracis-33564 218 25 linguistics linguistic NOUN bracis-33564 218 26 ( ( PUNCT bracis-33564 218 27 volume volume NOUN bracis-33564 218 28 2 2 NUM bracis-33564 218 29 : : PUNCT bracis-33564 218 30 short short ADJ bracis-33564 218 31 papers paper NOUN bracis-33564 218 32 ) ) PUNCT bracis-33564 218 33 , , PUNCT bracis-33564 218 34 pp pp ADJ bracis-33564 218 35 . . PUNCT bracis-33564 219 1 20–24 20–24 NUM bracis-33564 219 2 . . PUNCT bracis-33564 220 1 association association NOUN bracis-33564 220 2 for for ADP bracis-33564 220 3 computational computational ADJ bracis-33564 220 4 linguistics linguistic NOUN bracis-33564 220 5 , , PUNCT bracis-33564 220 6 melbourne melbourne PROPN bracis-33564 220 7 , , PUNCT bracis-33564 220 8 australia australia PROPN bracis-33564 220 9 ( ( PUNCT bracis-33564 220 10 2018 2018 NUM bracis-33564 220 11 ) ) PUNCT bracis-33564 220 12 . . PUNCT bracis-33564 221 1 https://doi.org/10.18653/v1/p18-2004 https://doi.org/10.18653/v1/p18-2004 PROPN bracis-33564 221 2 , , PUNCT bracis-33564 221 3 https://aclanthology.org/p18-2004 https://aclanthology.org/p18-2004 PROPN bracis-33564 221 4 anguera anguera NOUN bracis-33564 221 5 , , PUNCT bracis-33564 221 6 x. x. NOUN bracis-33564 221 7 , , PUNCT bracis-33564 221 8 bozonnet bozonnet PROPN bracis-33564 221 9 , , PUNCT bracis-33564 221 10 s. s. PROPN bracis-33564 221 11 , , PUNCT bracis-33564 221 12 evans evans PROPN bracis-33564 221 13 , , PUNCT bracis-33564 221 14 n. n. NOUN bracis-33564 221 15 , , PUNCT bracis-33564 221 16 fredouille fredouille NOUN bracis-33564 221 17 , , PUNCT bracis-33564 221 18 c. c. PROPN bracis-33564 221 19 , , PUNCT bracis-33564 221 20 friedland friedland PROPN bracis-33564 221 21 , , PUNCT bracis-33564 221 22 g. g. PROPN bracis-33564 221 23 , , PUNCT bracis-33564 221 24 vinyals vinyal NOUN bracis-33564 221 25 , , PUNCT bracis-33564 221 26 o. o. NOUN bracis-33564 221 27 : : PUNCT bracis-33564 221 28 speaker speaker NOUN bracis-33564 221 29 diarization diarization NOUN bracis-33564 221 30 : : PUNCT bracis-33564 221 31 a a DET bracis-33564 221 32 review review NOUN bracis-33564 221 33 of of ADP bracis-33564 221 34 recent recent ADJ bracis-33564 221 35 research research NOUN bracis-33564 221 36 . . PUNCT bracis-33564 222 1 ieee ieee PROPN bracis-33564 222 2 trans trans PROPN bracis-33564 222 3 . . PUNCT bracis-33564 222 4 audio audio PROPN bracis-33564 222 5 speech speech NOUN bracis-33564 222 6 lang lang PROPN bracis-33564 222 7 . . PUNCT bracis-33564 222 8 process process NOUN bracis-33564 222 9 . . PUNCT bracis-33564 223 1 20(2 20(2 NUM bracis-33564 223 2 ) ) PUNCT bracis-33564 223 3 , , PUNCT bracis-33564 223 4 356–370 356–370 NUM bracis-33564 223 5 ( ( PUNCT bracis-33564 223 6 2012 2012 NUM bracis-33564 223 7 ) ) PUNCT bracis-33564 223 8 article article NOUN bracis-33564 223 9     SPACE bracis-33564 223 10 google google PROPN bracis-33564 223 11 scholar scholar NOUN bracis-33564 223 12     SPACE bracis-33564 223 13 anthropic anthropic NOUN bracis-33564 223 14 : : PUNCT bracis-33564 223 15 claude claude PROPN bracis-33564 223 16 ai ai PROPN bracis-33564 223 17 ( ( PUNCT bracis-33564 223 18 2024 2024 NUM bracis-33564 223 19 ) ) PUNCT bracis-33564 223 20 . . PUNCT bracis-33564 224 1 https://www.anthropic.com/claude https://www.anthropic.com/claude PUNCT bracis-33564 224 2 . . PUNCT bracis-33564 225 1 accessed access VERB bracis-33564 225 2 28 28 NUM bracis-33564 225 3 aug aug PROPN bracis-33564 225 4 2024 2024 NUM bracis-33564 225 5 aronowitz aronowitz NOUN bracis-33564 225 6 , , PUNCT bracis-33564 225 7 h. h. NOUN bracis-33564 225 8 : : PUNCT bracis-33564 225 9 speaker speaker NOUN bracis-33564 225 10 diarization diarization NOUN bracis-33564 225 11 using use VERB bracis-33564 225 12 a a DET bracis-33564 225 13 priori priori ADJ bracis-33564 225 14 acoustic acoustic ADJ bracis-33564 225 15 information information NOUN bracis-33564 225 16 . . PUNCT bracis-33564 226 1 in in ADP bracis-33564 226 2 : : PUNCT bracis-33564 226 3 interspeech interspeech NOUN bracis-33564 226 4 , , PUNCT bracis-33564 226 5 pp pp ADJ bracis-33564 226 6 . . PUNCT bracis-33564 227 1 937–940 937–940 NUM bracis-33564 227 2 ( ( PUNCT bracis-33564 227 3 2011 2011 NUM bracis-33564 227 4 ) ) PUNCT bracis-33564 227 5 google google PROPN bracis-33564 227 6 scholar scholar NOUN bracis-33564 227 7     SPACE bracis-33564 227 8 assemblyai assemblyai NOUN bracis-33564 227 9 : : PUNCT bracis-33564 227 10 assemblyai assemblyai NOUN bracis-33564 227 11 ( ( PUNCT bracis-33564 227 12 2024 2024 NUM bracis-33564 227 13 ) ) PUNCT bracis-33564 227 14 . . PUNCT bracis-33564 228 1 https://www.assemblyai.com/. https://www.assemblyai.com/. PROPN bracis-33564 228 2 accessed access VERB bracis-33564 228 3 30 30 NUM bracis-33564 228 4 aug aug PROPN bracis-33564 228 5 2024 2024 NUM bracis-33564 228 6 bain bain NOUN bracis-33564 228 7 , , PUNCT bracis-33564 228 8 k. k. PROPN bracis-33564 228 9 , , PUNCT bracis-33564 228 10 basson basson PROPN bracis-33564 228 11 , , PUNCT bracis-33564 228 12 s. s. PROPN bracis-33564 228 13 , , PUNCT bracis-33564 228 14 faisman faisman PROPN bracis-33564 228 15 , , PUNCT bracis-33564 228 16 a. a. NOUN bracis-33564 228 17 , , PUNCT bracis-33564 228 18 kanevsky kanevsky PROPN bracis-33564 228 19 , , PUNCT bracis-33564 228 20 d. d. PROPN bracis-33564 228 21 : : PUNCT bracis-33564 228 22 accessibility accessibility NOUN bracis-33564 228 23 , , PUNCT bracis-33564 228 24 transcription transcription NOUN bracis-33564 228 25 , , PUNCT bracis-33564 228 26 and and CCONJ bracis-33564 228 27 access access NOUN bracis-33564 228 28 everywhere everywhere ADV bracis-33564 228 29 . . PUNCT bracis-33564 229 1 ibm ibm PROPN bracis-33564 229 2 syst syst PROPN bracis-33564 229 3 . . PUNCT bracis-33564 230 1 j. j. PROPN bracis-33564 230 2 44(3 44(3 PROPN bracis-33564 230 3 ) ) PUNCT bracis-33564 230 4 , , PUNCT bracis-33564 230 5 589–603 589–603 NUM bracis-33564 230 6 ( ( PUNCT bracis-33564 230 7 2005 2005 NUM bracis-33564 230 8 ) ) PUNCT bracis-33564 230 9 article article NOUN bracis-33564 230 10     SPACE bracis-33564 230 11 google google PROPN bracis-33564 230 12 scholar scholar NOUN bracis-33564 230 13     SPACE bracis-33564 230 14 bredin bredin NOUN bracis-33564 230 15 , , PUNCT bracis-33564 230 16 h. h. PROPN bracis-33564 230 17 , , PUNCT bracis-33564 230 18 et et PROPN bracis-33564 230 19 al al PROPN bracis-33564 230 20 . . PROPN bracis-33564 230 21 : : PUNCT bracis-33564 231 1 pyannote pyannote NOUN bracis-33564 231 2 . . PUNCT bracis-33564 232 1 audio audio ADJ bracis-33564 232 2 : : PUNCT bracis-33564 232 3 neural neural ADJ bracis-33564 232 4 building building NOUN bracis-33564 232 5 blocks block NOUN bracis-33564 232 6 for for ADP bracis-33564 232 7 speaker speaker NOUN bracis-33564 232 8 diarization diarization NOUN bracis-33564 232 9 . . PUNCT bracis-33564 233 1 in in ADP bracis-33564 233 2 : : PUNCT bracis-33564 233 3 icassp icassp NOUN bracis-33564 233 4 2020 2020 NUM bracis-33564 233 5 - - SYM bracis-33564 233 6 2020 2020 NUM bracis-33564 233 7 ieee ieee NOUN bracis-33564 233 8 international international ADJ bracis-33564 233 9 conference conference NOUN bracis-33564 233 10 on on ADP bracis-33564 233 11 acoustics acoustic NOUN bracis-33564 233 12 , , PUNCT bracis-33564 233 13 speech speech NOUN bracis-33564 233 14 and and CCONJ bracis-33564 233 15 signal signal NOUN bracis-33564 233 16 processing processing NOUN bracis-33564 233 17 ( ( PUNCT bracis-33564 233 18 icassp icassp PROPN bracis-33564 233 19 ) ) PUNCT bracis-33564 233 20 , , PUNCT bracis-33564 233 21 pp pp PROPN bracis-33564 233 22 . . PUNCT bracis-33564 234 1 7124–7128 7124–7128 NUM bracis-33564 234 2 . . PUNCT bracis-33564 235 1 ieee ieee NOUN bracis-33564 235 2 ( ( PUNCT bracis-33564 235 3 2020 2020 NUM bracis-33564 235 4 ) ) PUNCT bracis-33564 235 5 google google PROPN bracis-33564 235 6 scholar scholar NOUN bracis-33564 235 7     SPACE bracis-33564 235 8 chiu chiu PROPN bracis-33564 235 9 , , PUNCT bracis-33564 235 10 c.c c.c PROPN bracis-33564 235 11 . . PROPN bracis-33564 235 12 , , PUNCT bracis-33564 235 13 et et PROPN bracis-33564 235 14     SPACE bracis-33564 235 15 al al PROPN bracis-33564 235 16 . . PROPN bracis-33564 235 17 : : PUNCT bracis-33564 235 18 speech speech NOUN bracis-33564 235 19 recognition recognition NOUN bracis-33564 235 20 for for ADP bracis-33564 235 21 medical medical ADJ bracis-33564 235 22 conversations conversation NOUN bracis-33564 235 23 . . PUNCT bracis-33564 236 1 arxiv arxiv PROPN bracis-33564 236 2 preprint preprint NOUN bracis-33564 236 3 arxiv:1711.07274 arxiv:1711.07274 NOUN bracis-33564 236 4 ( ( PUNCT bracis-33564 236 5 2017 2017 NUM bracis-33564 236 6 ) ) PUNCT bracis-33564 236 7 câmara câmara NOUN bracis-33564 236 8 dos dos NOUN bracis-33564 236 9 deputados deputado NOUN bracis-33564 236 10 do do VERB bracis-33564 236 11 brasil brasil NOUN bracis-33564 236 12 : : PUNCT bracis-33564 236 13 discursos discursos PROPN bracis-33564 236 14 e e PROPN bracis-33564 236 15 notas nota NOUN bracis-33564 236 16 taquigráficas taquigráficas NOUN bracis-33564 236 17 ( ( PUNCT bracis-33564 236 18 2024 2024 NUM bracis-33564 236 19 ) ) PUNCT bracis-33564 236 20 . . PUNCT bracis-33564 237 1 https://www.camara.leg.br/internet/sitaqweb/discursodireto.asp https://www.camara.leg.br/internet/sitaqweb/discursodireto.asp ADJ bracis-33564 237 2 . . PUNCT bracis-33564 238 1 accessed access VERB bracis-33564 238 2 10 10 NUM bracis-33564 238 3 jun jun PROPN bracis-33564 238 4 2024 2024 NUM bracis-33564 238 5 fiscus fiscus NOUN bracis-33564 238 6 , , PUNCT bracis-33564 238 7 j.g j.g PROPN bracis-33564 238 8 . . PROPN bracis-33564 238 9 , , PUNCT bracis-33564 238 10 ajot ajot NOUN bracis-33564 238 11 , , PUNCT bracis-33564 238 12 j. j. PROPN bracis-33564 238 13 , , PUNCT bracis-33564 238 14 michel michel PROPN bracis-33564 238 15 , , PUNCT bracis-33564 238 16 m. m. NOUN bracis-33564 238 17 , , PUNCT bracis-33564 238 18 garofolo garofolo PROPN bracis-33564 238 19 , , PUNCT bracis-33564 238 20 j.s j.s PROPN bracis-33564 238 21 . . PUNCT bracis-33564 238 22 : : PUNCT bracis-33564 239 1 the the DET bracis-33564 239 2 rich rich ADJ bracis-33564 239 3 transcription transcription NOUN bracis-33564 239 4 2006 2006 NUM bracis-33564 239 5 spring spring NOUN bracis-33564 239 6 meeting meeting NOUN bracis-33564 239 7 recognition recognition NOUN bracis-33564 239 8 evaluation evaluation NOUN bracis-33564 239 9 . . PUNCT bracis-33564 240 1 in in ADP bracis-33564 240 2 : : PUNCT bracis-33564 240 3 renals renal NOUN bracis-33564 240 4 , , PUNCT bracis-33564 240 5 s. s. PROPN bracis-33564 240 6 , , PUNCT bracis-33564 240 7 bengio bengio PROPN bracis-33564 240 8 , , PUNCT bracis-33564 240 9 s. s. PROPN bracis-33564 240 10 , , PUNCT bracis-33564 240 11 fiscus fiscus NOUN bracis-33564 240 12 , , PUNCT bracis-33564 240 13 j.g j.g PROPN bracis-33564 240 14 . . PROPN bracis-33564 240 15 ( ( PUNCT bracis-33564 240 16 eds ed NOUN bracis-33564 240 17 . . PUNCT bracis-33564 240 18 ) ) PUNCT bracis-33564 241 1 mlmi mlmi ADJ bracis-33564 241 2 2006 2006 NUM bracis-33564 241 3 . . PUNCT bracis-33564 242 1 lncs lncs PROPN bracis-33564 242 2 , , PUNCT bracis-33564 242 3 vol vol NOUN bracis-33564 242 4 . . PROPN bracis-33564 242 5 4299 4299 NUM bracis-33564 242 6 , , PUNCT bracis-33564 242 7 pp pp ADJ bracis-33564 242 8 . . PUNCT bracis-33564 243 1 309–322 309–322 NUM bracis-33564 243 2 . . PUNCT bracis-33564 243 3 springer springer NOUN bracis-33564 243 4 , , PUNCT bracis-33564 243 5 heidelberg heidelberg PROPN bracis-33564 243 6 ( ( PUNCT bracis-33564 243 7 2006 2006 NUM bracis-33564 243 8 ) ) PUNCT bracis-33564 243 9 . . PUNCT bracis-33564 244 1 https://doi.org/10.1007/11965152_28 https://doi.org/10.1007/11965152_28 PROPN bracis-33564 244 2 chapter chapter NOUN bracis-33564 244 3     SPACE bracis-33564 244 4 google google PROPN bracis-33564 244 5 scholar scholar NOUN bracis-33564 244 6     SPACE bracis-33564 244 7 fox fox PROPN bracis-33564 244 8 , , PUNCT bracis-33564 244 9 e.b e.b PROPN bracis-33564 244 10 . . PROPN bracis-33564 244 11 , , PUNCT bracis-33564 244 12 sudderth sudderth ADV bracis-33564 244 13 , , PUNCT bracis-33564 244 14 e.b e.b PROPN bracis-33564 244 15 . . PROPN bracis-33564 244 16 , , PUNCT bracis-33564 244 17 jordan jordan PROPN bracis-33564 244 18 , , PUNCT bracis-33564 244 19 m.i m.i PROPN bracis-33564 244 20 . . PROPN bracis-33564 244 21 , , PUNCT bracis-33564 244 22 willsky willsky PROPN bracis-33564 244 23 , , PUNCT bracis-33564 244 24 a.s a.s PROPN bracis-33564 244 25 . . PROPN bracis-33564 244 26 : : PUNCT bracis-33564 245 1 the the DET bracis-33564 245 2 sticky sticky ADJ bracis-33564 245 3 hdp hdp NOUN bracis-33564 245 4 - - PUNCT bracis-33564 245 5 hmm hmm NOUN bracis-33564 245 6 : : PUNCT bracis-33564 245 7 bayesian bayesian NOUN bracis-33564 245 8 nonparametric nonparametric NOUN bracis-33564 245 9 hidden hide VERB bracis-33564 245 10 markov markov NOUN bracis-33564 245 11 models model NOUN bracis-33564 245 12 with with ADP bracis-33564 245 13 persistent persistent ADJ bracis-33564 245 14 states state NOUN bracis-33564 245 15 . . PUNCT bracis-33564 246 1 arxiv arxiv PROPN bracis-33564 246 2 preprint preprint VERB bracis-33564 246 3 2 2 NUM bracis-33564 246 4 ( ( PUNCT bracis-33564 246 5 2007 2007 NUM bracis-33564 246 6 ) ) PUNCT bracis-33564 246 7 google google PROPN bracis-33564 246 8 scholar scholar NOUN bracis-33564 246 9     SPACE bracis-33564 246 10 gaikwad gaikwad NOUN bracis-33564 246 11 , , PUNCT bracis-33564 246 12 s.k s.k PROPN bracis-33564 246 13 . . PROPN bracis-33564 246 14 , , PUNCT bracis-33564 246 15 gawali gawali PROPN bracis-33564 246 16 , , PUNCT bracis-33564 246 17 b.w b.w PROPN bracis-33564 246 18 . . PROPN bracis-33564 246 19 , , PUNCT bracis-33564 246 20 yannawar yannawar PROPN bracis-33564 246 21 , , PUNCT bracis-33564 246 22 p. p. NOUN bracis-33564 246 23 : : PUNCT bracis-33564 246 24 a a DET bracis-33564 246 25 review review NOUN bracis-33564 246 26 on on ADP bracis-33564 246 27 speech speech NOUN bracis-33564 246 28 recognition recognition NOUN bracis-33564 246 29 technique technique NOUN bracis-33564 246 30 . . PUNCT bracis-33564 247 1 int int NOUN bracis-33564 247 2 . . PUNCT bracis-33564 248 1 j. j. PROPN bracis-33564 248 2 comput comput PROPN bracis-33564 248 3 . . PUNCT bracis-33564 249 1 appl appl PROPN bracis-33564 249 2 . . PUNCT bracis-33564 250 1 10(3 10(3 NUM bracis-33564 250 2 ) ) PUNCT bracis-33564 250 3 , , PUNCT bracis-33564 250 4 16–24 16–24 NUM bracis-33564 250 5 ( ( PUNCT bracis-33564 250 6 2010 2010 NUM bracis-33564 250 7 ) ) PUNCT bracis-33564 250 8 google google PROPN bracis-33564 250 9 scholar scholar NOUN bracis-33564 250 10     SPACE bracis-33564 250 11 galibert galibert NOUN bracis-33564 250 12 , , PUNCT bracis-33564 250 13 o. o. PROPN bracis-33564 250 14 : : PUNCT bracis-33564 251 1 methodologies methodology NOUN bracis-33564 251 2 for for ADP bracis-33564 251 3 the the DET bracis-33564 251 4 evaluation evaluation NOUN bracis-33564 251 5 of of ADP bracis-33564 251 6 speaker speaker NOUN bracis-33564 251 7 diarization diarization NOUN bracis-33564 251 8 and and CCONJ bracis-33564 251 9 automatic automatic ADJ bracis-33564 251 10 speech speech NOUN bracis-33564 251 11 recognition recognition NOUN bracis-33564 251 12 in in ADP bracis-33564 251 13 the the DET bracis-33564 251 14 presence presence NOUN bracis-33564 251 15 of of ADP bracis-33564 251 16 overlapping overlap VERB bracis-33564 251 17 speech speech NOUN bracis-33564 251 18 . . PUNCT bracis-33564 252 1 in in ADP bracis-33564 252 2 : : PUNCT bracis-33564 252 3 interspeech interspeech NOUN bracis-33564 252 4 ( ( PUNCT bracis-33564 252 5 2013 2013 NUM bracis-33564 252 6 ) ) PUNCT bracis-33564 252 7 . . PUNCT bracis-33564 253 1 https://doi.org/10.21437/interspeech.2013-303 https://doi.org/10.21437/interspeech.2013-303 NUM bracis-33564 253 2 hrúz hrúz ADJ bracis-33564 253 3 , , PUNCT bracis-33564 253 4 m. m. NOUN bracis-33564 253 5 , , PUNCT bracis-33564 253 6 zajíc zajíc PROPN bracis-33564 253 7 , , PUNCT bracis-33564 253 8 z. z. PROPN bracis-33564 253 9 : : PUNCT bracis-33564 253 10 convolutional convolutional ADJ bracis-33564 253 11 neural neural ADJ bracis-33564 253 12 network network NOUN bracis-33564 253 13 for for ADP bracis-33564 253 14 speaker speaker NOUN bracis-33564 253 15 change change NOUN bracis-33564 253 16 detection detection NOUN bracis-33564 253 17 in in ADP bracis-33564 253 18 telephone telephone NOUN bracis-33564 253 19 speaker speaker NOUN bracis-33564 253 20 diarization diarization NOUN bracis-33564 253 21 system system NOUN bracis-33564 253 22 . . PUNCT bracis-33564 254 1 in in ADP bracis-33564 254 2 : : PUNCT bracis-33564 254 3 2017 2017 NUM bracis-33564 254 4 ieee ieee NOUN bracis-33564 254 5 international international ADJ bracis-33564 254 6 conference conference NOUN bracis-33564 254 7 on on ADP bracis-33564 254 8 acoustics acoustic NOUN bracis-33564 254 9 , , PUNCT bracis-33564 254 10 speech speech NOUN bracis-33564 254 11 and and CCONJ bracis-33564 254 12 signal signal NOUN bracis-33564 254 13 processing processing NOUN bracis-33564 254 14 ( ( PUNCT bracis-33564 254 15 icassp icassp PROPN bracis-33564 254 16 ) ) PUNCT bracis-33564 254 17 , , PUNCT bracis-33564 254 18 pp pp ADP bracis-33564 254 19 . . PUNCT bracis-33564 255 1 4945–4949 4945–4949 NUM bracis-33564 255 2 ( ( PUNCT bracis-33564 255 3 2017 2017 NUM bracis-33564 255 4 ) ) PUNCT bracis-33564 255 5 . . PUNCT bracis-33564 256 1 https://doi.org/10.1109/icassp.2017.7953097 https://doi.org/10.1109/icassp.2017.7953097 PROPN bracis-33564 256 2 meng meng PROPN bracis-33564 256 3 , , PUNCT bracis-33564 256 4 j. j. PROPN bracis-33564 256 5 , , PUNCT bracis-33564 256 6 zhang zhang PROPN bracis-33564 256 7 , , PUNCT bracis-33564 256 8 j. j. PROPN bracis-33564 256 9 , , PUNCT bracis-33564 256 10 zhao zhao PROPN bracis-33564 256 11 , , PUNCT bracis-33564 256 12 h. h. NOUN bracis-33564 256 13 : : PUNCT bracis-33564 256 14 overview overview NOUN bracis-33564 256 15 of of ADP bracis-33564 256 16 the the DET bracis-33564 256 17 speech speech NOUN bracis-33564 256 18 recognition recognition NOUN bracis-33564 256 19 technology technology NOUN bracis-33564 256 20 . . PUNCT bracis-33564 257 1 in in ADP bracis-33564 257 2 : : PUNCT bracis-33564 257 3 2012 2012 NUM bracis-33564 257 4 fourth fourth ADJ bracis-33564 257 5 international international ADJ bracis-33564 257 6 conference conference NOUN bracis-33564 257 7 on on ADP bracis-33564 257 8 computational computational ADJ bracis-33564 257 9 and and CCONJ bracis-33564 257 10 information information NOUN bracis-33564 257 11 sciences science NOUN bracis-33564 257 12 , , PUNCT bracis-33564 257 13 pp pp ADV bracis-33564 257 14 . . PUNCT bracis-33564 258 1 199–202 199–202 NUM bracis-33564 258 2 . . PUNCT bracis-33564 258 3 ieee ieee PROPN bracis-33564 258 4 ( ( PUNCT bracis-33564 258 5 2012 2012 NUM bracis-33564 258 6 ) ) PUNCT bracis-33564 258 7 google google PROPN bracis-33564 258 8 scholar scholar NOUN bracis-33564 258 9     SPACE bracis-33564 258 10 mikolov mikolov NOUN bracis-33564 258 11 , , PUNCT bracis-33564 258 12 t. t. PROPN bracis-33564 258 13 , , PUNCT bracis-33564 258 14 chen chen PROPN bracis-33564 258 15 , , PUNCT bracis-33564 258 16 k. k. PROPN bracis-33564 258 17 , , PUNCT bracis-33564 258 18 corrado corrado PROPN bracis-33564 258 19 , , PUNCT bracis-33564 258 20 g. g. PROPN bracis-33564 258 21 , , PUNCT bracis-33564 258 22 dean dean PROPN bracis-33564 258 23 , , PUNCT bracis-33564 258 24 j. j. PROPN bracis-33564 258 25 : : PUNCT bracis-33564 258 26 efficient efficient ADJ bracis-33564 258 27 estimation estimation NOUN bracis-33564 258 28 of of ADP bracis-33564 258 29 word word NOUN bracis-33564 258 30 representations representation NOUN bracis-33564 258 31 in in ADP bracis-33564 258 32 vector vector NOUN bracis-33564 258 33 space space NOUN bracis-33564 258 34 . . PUNCT bracis-33564 259 1 arxiv arxiv PROPN bracis-33564 259 2 preprint preprint VERB bracis-33564 259 3 arxiv:1301.3781 arxiv:1301.3781 NOUN bracis-33564 259 4 ( ( PUNCT bracis-33564 259 5 2013 2013 NUM bracis-33564 259 6 ) ) PUNCT bracis-33564 259 7 nautsch nautsch PROPN bracis-33564 259 8 , , PUNCT bracis-33564 259 9 a. a. NOUN bracis-33564 259 10 , , PUNCT bracis-33564 259 11 et et PROPN bracis-33564 259 12 al al PROPN bracis-33564 259 13 . . PROPN bracis-33564 259 14 : : PUNCT bracis-33564 260 1 preserving preserve VERB bracis-33564 260 2 privacy privacy NOUN bracis-33564 260 3 in in ADP bracis-33564 260 4 speaker speaker NOUN bracis-33564 260 5 and and CCONJ bracis-33564 260 6 speech speech NOUN bracis-33564 260 7 characterisation characterisation NOUN bracis-33564 260 8 . . PUNCT bracis-33564 261 1 comput comput NOUN bracis-33564 261 2 . . PUNCT bracis-33564 262 1 speech speech PROPN bracis-33564 262 2 lang lang PROPN bracis-33564 262 3 . . PUNCT bracis-33564 263 1 58 58 NUM bracis-33564 263 2 , , PUNCT bracis-33564 263 3 441–480 441–480 NUM bracis-33564 263 4 ( ( PUNCT bracis-33564 263 5 2019 2019 NUM bracis-33564 263 6 ) ) PUNCT bracis-33564 263 7 article article NOUN bracis-33564 263 8     SPACE bracis-33564 263 9 math math NOUN bracis-33564 263 10     SPACE bracis-33564 263 11 google google PROPN bracis-33564 263 12 scholar scholar NOUN bracis-33564 263 13     SPACE bracis-33564 263 14 openai openai PROPN bracis-33564 263 15 : : PUNCT bracis-33564 263 16 gpt-4o gpt-4o PROPN bracis-33564 263 17 ( ( PUNCT bracis-33564 263 18 2023 2023 NUM bracis-33564 263 19 ) ) PUNCT bracis-33564 263 20 . . PUNCT bracis-33564 264 1 https://openai.com/index/hello-gpt-4o/. https://openai.com/index/hello-gpt-4o/. NOUN bracis-33564 264 2 accessed access VERB bracis-33564 264 3 28 28 NUM bracis-33564 264 4 aug aug PROPN bracis-33564 264 5 2024 2024 NUM bracis-33564 264 6 oracle oracle NOUN bracis-33564 264 7 corporation corporation NOUN bracis-33564 264 8 : : PUNCT bracis-33564 264 9 oracle oracle PROPN bracis-33564 264 10 ai ai VERB bracis-33564 264 11 speech speech NOUN bracis-33564 264 12 ( ( PUNCT bracis-33564 264 13 2024 2024 NUM bracis-33564 264 14 ) ) PUNCT bracis-33564 264 15 . . PUNCT bracis-33564 265 1 https://www.oracle.com/artificial-intelligence/speech/. https://www.oracle.com/artificial-intelligence/speech/. X bracis-33564 265 2 accessed access VERB bracis-33564 265 3 30 30 NUM bracis-33564 265 4 aug aug PROPN bracis-33564 265 5 2024 2024 NUM bracis-33564 265 6 park park NOUN bracis-33564 265 7 , , PUNCT bracis-33564 265 8 t.j t.j PROPN bracis-33564 265 9 . . PROPN bracis-33564 265 10 , , PUNCT bracis-33564 265 11 kanda kanda PROPN bracis-33564 265 12 , , PUNCT bracis-33564 265 13 n. n. PROPN bracis-33564 265 14 , , PUNCT bracis-33564 265 15 dimitriadis dimitriadis PROPN bracis-33564 265 16 , , PUNCT bracis-33564 265 17 d. d. PROPN bracis-33564 265 18 , , PUNCT bracis-33564 265 19 han han PROPN bracis-33564 265 20 , , PUNCT bracis-33564 265 21 k.j k.j PROPN bracis-33564 265 22 . . PROPN bracis-33564 265 23 , , PUNCT bracis-33564 265 24 watanabe watanabe PROPN bracis-33564 265 25 , , PUNCT bracis-33564 265 26 s. s. PROPN bracis-33564 265 27 , , PUNCT bracis-33564 265 28 narayanan narayanan PROPN bracis-33564 265 29 , , PUNCT bracis-33564 265 30 s. s. PROPN bracis-33564 265 31 : : PUNCT bracis-33564 265 32 a a DET bracis-33564 265 33 review review NOUN bracis-33564 265 34 of of ADP bracis-33564 265 35 speaker speaker NOUN bracis-33564 265 36 diarization diarization NOUN bracis-33564 265 37 : : PUNCT bracis-33564 265 38 recent recent ADJ bracis-33564 265 39 advances advance NOUN bracis-33564 265 40 with with ADP bracis-33564 265 41 deep deep ADJ bracis-33564 265 42 learning learning NOUN bracis-33564 265 43 . . PUNCT bracis-33564 266 1 arxiv arxiv PROPN bracis-33564 266 2 preprint preprint PROPN bracis-33564 266 3 arxiv:2101.09624 arxiv:2101.09624 PROPN bracis-33564 266 4 ( ( PUNCT bracis-33564 266 5 2021 2021 NUM bracis-33564 266 6 ) ) PUNCT bracis-33564 266 7 park park NOUN bracis-33564 266 8 , , PUNCT bracis-33564 266 9 t. t. PROPN bracis-33564 266 10 , , PUNCT bracis-33564 266 11 koluguri koluguri PROPN bracis-33564 266 12 , , PUNCT bracis-33564 266 13 n.r n.r PROPN bracis-33564 266 14 . . PROPN bracis-33564 266 15 , , PUNCT bracis-33564 266 16 jia jia PROPN bracis-33564 266 17 , , PUNCT bracis-33564 266 18 f. f. PROPN bracis-33564 266 19 , , PUNCT bracis-33564 266 20 balam balam PROPN bracis-33564 266 21 , , PUNCT bracis-33564 266 22 j. j. PROPN bracis-33564 266 23 , , PUNCT bracis-33564 266 24 ginsburg ginsburg PROPN bracis-33564 266 25 , , PUNCT bracis-33564 266 26 b. b. PROPN bracis-33564 266 27 : : PUNCT bracis-33564 267 1 nemo nemo PROPN bracis-33564 267 2 open open PROPN bracis-33564 267 3 source source NOUN bracis-33564 267 4 speaker speaker NOUN bracis-33564 267 5 diarization diarization NOUN bracis-33564 267 6 system system NOUN bracis-33564 267 7 . . PUNCT bracis-33564 268 1 in in ADP bracis-33564 268 2 : : PUNCT bracis-33564 268 3 interspeech interspeech NOUN bracis-33564 268 4 , , PUNCT bracis-33564 268 5 pp pp ADJ bracis-33564 268 6 . . PUNCT bracis-33564 269 1 853–854 853–854 NUM bracis-33564 269 2 ( ( PUNCT bracis-33564 269 3 2022 2022 NUM bracis-33564 269 4 ) ) PUNCT bracis-33564 269 5 google google NOUN bracis-33564 269 6 scholar scholar NOUN bracis-33564 269 7     SPACE bracis-33564 269 8 ponraj ponraj VERB bracis-33564 269 9 , , PUNCT bracis-33564 269 10 a.s a.s PROPN bracis-33564 269 11 . . PROPN bracis-33564 269 12 , , PUNCT bracis-33564 269 13 et et PROPN bracis-33564 269 14     SPACE bracis-33564 269 15 al al PROPN bracis-33564 269 16 . . PROPN bracis-33564 269 17 : : PUNCT bracis-33564 270 1 speech speech NOUN bracis-33564 270 2 recognition recognition NOUN bracis-33564 270 3 with with ADP bracis-33564 270 4 gender gender NOUN bracis-33564 270 5 identification identification NOUN bracis-33564 270 6 and and CCONJ bracis-33564 270 7 speaker speaker NOUN bracis-33564 270 8 diarization diarization NOUN bracis-33564 270 9 . . PUNCT bracis-33564 271 1 in in ADP bracis-33564 271 2 : : PUNCT bracis-33564 271 3 2020 2020 NUM bracis-33564 271 4 ieee ieee PROPN bracis-33564 271 5 international international ADJ bracis-33564 271 6 conference conference NOUN bracis-33564 271 7 for for ADP bracis-33564 271 8 innovation innovation NOUN bracis-33564 271 9 in in ADP bracis-33564 271 10 technology technology NOUN bracis-33564 271 11 ( ( PUNCT bracis-33564 271 12 inocon inocon NOUN bracis-33564 271 13 ) ) PUNCT bracis-33564 271 14 , , PUNCT bracis-33564 271 15 pp pp PROPN bracis-33564 271 16 . . PUNCT bracis-33564 271 17     SPACE bracis-33564 272 1 1–4 1–4 PROPN bracis-33564 272 2 . . PUNCT bracis-33564 272 3 ieee ieee PROPN bracis-33564 272 4 ( ( PUNCT bracis-33564 272 5 2020 2020 NUM bracis-33564 272 6 ) ) PUNCT bracis-33564 272 7 google google PROPN bracis-33564 272 8 scholar scholar NOUN bracis-33564 272 9     SPACE bracis-33564 272 10 radford radford PROPN bracis-33564 272 11 , , PUNCT bracis-33564 272 12 a. a. PROPN bracis-33564 272 13 , , PUNCT bracis-33564 272 14 kim kim PROPN bracis-33564 272 15 , , PUNCT bracis-33564 272 16 j.w j.w PROPN bracis-33564 272 17 . . PROPN bracis-33564 272 18 , , PUNCT bracis-33564 272 19 xu xu PROPN bracis-33564 272 20 , , PUNCT bracis-33564 272 21 t. t. PROPN bracis-33564 272 22 , , PUNCT bracis-33564 272 23 brockman brockman PROPN bracis-33564 272 24 , , PUNCT bracis-33564 272 25 g. g. PROPN bracis-33564 272 26 , , PUNCT bracis-33564 272 27 mcleavey mcleavey NOUN bracis-33564 272 28 , , PUNCT bracis-33564 272 29 c. c. NOUN bracis-33564 272 30 , , PUNCT bracis-33564 272 31 sutskever sutskever PROPN bracis-33564 272 32 , , PUNCT bracis-33564 272 33 i. i. NOUN bracis-33564 272 34 : : PUNCT bracis-33564 272 35 robust robust ADJ bracis-33564 272 36 speech speech NOUN bracis-33564 272 37 recognition recognition NOUN bracis-33564 272 38 via via ADP bracis-33564 272 39 large large ADJ bracis-33564 272 40 - - PUNCT bracis-33564 272 41 scale scale NOUN bracis-33564 272 42 weak weak ADJ bracis-33564 272 43 supervision supervision NOUN bracis-33564 272 44 . . PUNCT bracis-33564 273 1 in in ADP bracis-33564 273 2 : : PUNCT bracis-33564 273 3 international international ADJ bracis-33564 273 4 conference conference NOUN bracis-33564 273 5 on on ADP bracis-33564 273 6 machine machine NOUN bracis-33564 273 7 learning learning NOUN bracis-33564 273 8 , , PUNCT bracis-33564 273 9 pp pp ADJ bracis-33564 273 10 . . PUNCT bracis-33564 274 1 28492–28518 28492–28518 NUM bracis-33564 274 2 . . PUNCT bracis-33564 274 3 pmlr pmlr NOUN bracis-33564 274 4 ( ( PUNCT bracis-33564 274 5 2023 2023 NUM bracis-33564 274 6 ) ) PUNCT bracis-33564 274 7 google google NOUN bracis-33564 274 8 scholar scholar NOUN bracis-33564 274 9     SPACE bracis-33564 274 10 reynolds reynold NOUN bracis-33564 274 11 , , PUNCT bracis-33564 274 12 d.a d.a PROPN bracis-33564 274 13 . . PROPN bracis-33564 274 14 : : PUNCT bracis-33564 274 15 speaker speaker NOUN bracis-33564 274 16 identification identification NOUN bracis-33564 274 17 and and CCONJ bracis-33564 274 18 verification verification NOUN bracis-33564 274 19 using use VERB bracis-33564 274 20 gaussian gaussian ADJ bracis-33564 274 21 mixture mixture NOUN bracis-33564 274 22 speaker speaker NOUN bracis-33564 274 23 models model NOUN bracis-33564 274 24 . . PUNCT bracis-33564 275 1 speech speech NOUN bracis-33564 275 2 commun commun PROPN bracis-33564 275 3 . . PUNCT bracis-33564 276 1 17(1 17(1 NUM bracis-33564 276 2 ) ) PUNCT bracis-33564 276 3 , , PUNCT bracis-33564 277 1 91–108 91–108 NUM bracis-33564 277 2 ( ( PUNCT bracis-33564 277 3 1995 1995 NUM bracis-33564 277 4 ) ) PUNCT bracis-33564 277 5 . . PUNCT bracis-33564 278 1 https://doi.org/10.1016/0167-6393(95)00009-d https://doi.org/10.1016/0167-6393(95)00009-d PROPN bracis-33564 278 2 , , PUNCT bracis-33564 278 3 https://www.sciencedirect.com/science/article/pii/016763939500009d https://www.sciencedirect.com/science/article/pii/016763939500009d PROPN bracis-33564 278 4 ryant ryant NOUN bracis-33564 278 5 , , PUNCT bracis-33564 278 6 n. n. PROPN bracis-33564 278 7 , , PUNCT bracis-33564 278 8 et et PROPN bracis-33564 278 9 al al PROPN bracis-33564 278 10 . . PUNCT bracis-33564 278 11 : : PUNCT bracis-33564 279 1 the the DET bracis-33564 279 2 second second ADJ bracis-33564 279 3 dihard dihard NOUN bracis-33564 279 4 diarization diarization NOUN bracis-33564 279 5 challenge challenge NOUN bracis-33564 279 6 : : PUNCT bracis-33564 279 7 dataset dataset NOUN bracis-33564 279 8 , , PUNCT bracis-33564 279 9 task task NOUN bracis-33564 279 10 , , PUNCT bracis-33564 279 11 and and CCONJ bracis-33564 279 12 baselines baseline NOUN bracis-33564 279 13 . . PUNCT bracis-33564 280 1 arxiv arxiv PROPN bracis-33564 280 2 preprint preprint VERB bracis-33564 280 3 arxiv:1906.07839 arxiv:1906.07839 NOUN bracis-33564 280 4 ( ( PUNCT bracis-33564 280 5 2019 2019 NUM bracis-33564 280 6 ) ) PUNCT bracis-33564 280 7 vaswani vaswani NOUN bracis-33564 280 8 , , PUNCT bracis-33564 280 9 a. a. NOUN bracis-33564 280 10 , , PUNCT bracis-33564 280 11 et et PROPN bracis-33564 280 12 al al PROPN bracis-33564 280 13 . . PUNCT bracis-33564 280 14 : : PUNCT bracis-33564 281 1 attention attention NOUN bracis-33564 281 2 is be AUX bracis-33564 281 3 all all PRON bracis-33564 281 4 you you PRON bracis-33564 281 5 need need VERB bracis-33564 281 6 . . PUNCT bracis-33564 282 1 in in ADP bracis-33564 282 2 : : PUNCT bracis-33564 282 3 guyon guyon NOUN bracis-33564 282 4 , , PUNCT bracis-33564 282 5 i. i. PROPN bracis-33564 282 6 , , PUNCT bracis-33564 282 7 et et PROPN bracis-33564 282 8 al al PROPN bracis-33564 282 9 . . PUNCT bracis-33564 282 10 ( ( PUNCT bracis-33564 282 11 eds ed NOUN bracis-33564 282 12 . . PUNCT bracis-33564 282 13 ) ) PUNCT bracis-33564 282 14 advances advance NOUN bracis-33564 282 15 in in ADP bracis-33564 282 16 neural neural ADJ bracis-33564 282 17 information information NOUN bracis-33564 282 18 processing processing NOUN bracis-33564 282 19 systems system NOUN bracis-33564 282 20 , , PUNCT bracis-33564 282 21 vol vol NOUN bracis-33564 282 22 . . PUNCT bracis-33564 282 23     SPACE bracis-33564 282 24 30 30 NUM bracis-33564 282 25 . . PUNCT bracis-33564 283 1 curran curran PROPN bracis-33564 283 2 associates associates PROPN bracis-33564 283 3 , , PUNCT bracis-33564 283 4 inc inc PROPN bracis-33564 283 5 . . PROPN bracis-33564 283 6 ( ( PUNCT bracis-33564 283 7 2017 2017 NUM bracis-33564 283 8 ) ) PUNCT bracis-33564 283 9 . . PUNCT bracis-33564 284 1 https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf https://proceedings.neurips.cc/paper_files/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-paper.pdf PROPN bracis-33564 284 2 wang wang PROPN bracis-33564 284 3 , , PUNCT bracis-33564 284 4 d. d. PROPN bracis-33564 284 5 , , PUNCT bracis-33564 284 6 xiao xiao PROPN bracis-33564 284 7 , , PUNCT bracis-33564 284 8 x. x. PROPN bracis-33564 284 9 , , PUNCT bracis-33564 284 10 kanda kanda PROPN bracis-33564 284 11 , , PUNCT bracis-33564 284 12 n. n. PROPN bracis-33564 284 13 , , PUNCT bracis-33564 284 14 yoshioka yoshioka PROPN bracis-33564 284 15 , , PUNCT bracis-33564 284 16 t. t. PROPN bracis-33564 284 17 , , PUNCT bracis-33564 284 18 wu wu PROPN bracis-33564 284 19 , , PUNCT bracis-33564 284 20 j. j. PROPN bracis-33564 284 21 : : PUNCT bracis-33564 284 22 target target VERB bracis-33564 284 23 speaker speaker NOUN bracis-33564 284 24 voice voice NOUN bracis-33564 284 25 activity activity NOUN bracis-33564 284 26 detection detection NOUN bracis-33564 284 27 with with ADP bracis-33564 284 28 transformers transformer NOUN bracis-33564 284 29 and and CCONJ bracis-33564 284 30 its its PRON bracis-33564 284 31 integration integration NOUN bracis-33564 284 32 with with ADP bracis-33564 284 33 end end NOUN bracis-33564 284 34 - - PUNCT bracis-33564 284 35 to to ADP bracis-33564 284 36 - - PUNCT bracis-33564 284 37 end end NOUN bracis-33564 284 38 neural neural ADJ bracis-33564 284 39 diarization diarization NOUN bracis-33564 284 40 . . PUNCT bracis-33564 285 1 arxiv arxiv PROPN bracis-33564 285 2 preprint preprint NOUN bracis-33564 285 3 arxiv:2208.13085 arxiv:2208.13085 NOUN bracis-33564 285 4 ( ( PUNCT bracis-33564 285 5 2022 2022 NUM bracis-33564 285 6 ) ) PUNCT bracis-33564 285 7 weninger weninger NOUN bracis-33564 285 8 , , PUNCT bracis-33564 285 9 f. f. PROPN bracis-33564 285 10 , , PUNCT bracis-33564 285 11 wöllmer wöllmer NOUN bracis-33564 285 12 , , PUNCT bracis-33564 285 13 m. m. NOUN bracis-33564 285 14 , , PUNCT bracis-33564 285 15 schuller schuller PROPN bracis-33564 285 16 , , PUNCT bracis-33564 285 17 b. b. PROPN bracis-33564 285 18 : : PUNCT bracis-33564 285 19 automatic automatic ADJ bracis-33564 285 20 assessment assessment NOUN bracis-33564 285 21 of of ADP bracis-33564 285 22 singer singer NOUN bracis-33564 285 23 traits trait NOUN bracis-33564 285 24 in in ADP bracis-33564 285 25 popular popular ADJ bracis-33564 285 26 music music NOUN bracis-33564 285 27 : : PUNCT bracis-33564 285 28 gender gender NOUN bracis-33564 285 29 , , PUNCT bracis-33564 285 30 age age NOUN bracis-33564 285 31 , , PUNCT bracis-33564 285 32 height height NOUN bracis-33564 285 33 and and CCONJ bracis-33564 285 34 race race NOUN bracis-33564 285 35 . . PUNCT bracis-33564 286 1 in in ADP bracis-33564 286 2 : : PUNCT bracis-33564 286 3 proceedings proceeding NOUN bracis-33564 286 4 12th 12th NOUN bracis-33564 286 5 international international ADJ bracis-33564 286 6 society society NOUN bracis-33564 286 7 for for ADP bracis-33564 286 8 music music NOUN bracis-33564 286 9 information information NOUN bracis-33564 286 10 retrieval retrieval NOUN bracis-33564 286 11 conference conference NOUN bracis-33564 286 12 , , PUNCT bracis-33564 286 13 ismir ismir PROPN bracis-33564 286 14 2011 2011 NUM bracis-33564 286 15 ( ( PUNCT bracis-33564 286 16 2011 2011 NUM bracis-33564 286 17 ) ) PUNCT bracis-33564 286 18 google google PROPN bracis-33564 286 19 scholar scholar NOUN bracis-33564 286 20     SPACE bracis-33564 286 21 zhang zhang PROPN bracis-33564 286 22 , , PUNCT bracis-33564 286 23 y. y. PROPN bracis-33564 286 24 , , PUNCT bracis-33564 286 25 et et PROPN bracis-33564 286 26 al al PROPN bracis-33564 286 27 . . PUNCT bracis-33564 286 28 : : PUNCT bracis-33564 287 1 google google PROPN bracis-33564 287 2 usm usm ADJ bracis-33564 287 3 : : PUNCT bracis-33564 287 4 scaling scale VERB bracis-33564 287 5 automatic automatic ADJ bracis-33564 287 6 speech speech NOUN bracis-33564 287 7 recognition recognition NOUN bracis-33564 287 8 beyond beyond ADP bracis-33564 287 9 100 100 NUM bracis-33564 287 10 languages language NOUN bracis-33564 287 11 . . PUNCT bracis-33564 288 1 arxiv arxiv PROPN bracis-33564 288 2 preprint preprint VERB bracis-33564 288 3 arxiv:2303.01037 arxiv:2303.01037 NOUN bracis-33564 288 4 ( ( PUNCT bracis-33564 288 5 2023 2023 NUM bracis-33564 288 6 ) ) PUNCT bracis-33564 288 7 download download NOUN bracis-33564 288 8 references reference NOUN bracis-33564 288 9 author author NOUN bracis-33564 288 10 information information NOUN bracis-33564 288 11 authors author NOUN bracis-33564 288 12 and and CCONJ bracis-33564 288 13 affiliations affiliation NOUN bracis-33564 288 14 institute institute PROPN bracis-33564 288 15 of of ADP bracis-33564 288 16 mathematics mathematics PROPN bracis-33564 288 17 and and CCONJ bracis-33564 288 18 statistics statistic NOUN bracis-33564 288 19 , , PUNCT bracis-33564 288 20 university university NOUN bracis-33564 288 21 of of ADP bracis-33564 288 22 sao sao PROPN bracis-33564 288 23 paulo paulo PROPN bracis-33564 288 24 , , PUNCT bracis-33564 288 25 rua rua PROPN bracis-33564 288 26 do do AUX bracis-33564 288 27 matao matao PROPN bracis-33564 288 28 , , PUNCT bracis-33564 288 29 1010 1010 NUM bracis-33564 288 30 cidade cidade PROPN bracis-33564 288 31 universitaria universitaria PROPN bracis-33564 288 32 , , PUNCT bracis-33564 288 33 sao sao PROPN bracis-33564 288 34 paulo paulo PROPN bracis-33564 288 35 , , PUNCT bracis-33564 288 36 sp sp NOUN bracis-33564 288 37 , , PUNCT bracis-33564 288 38 05508 05508 NUM bracis-33564 288 39 - - SYM bracis-33564 288 40 090 090 PROPN bracis-33564 288 41 , , PUNCT bracis-33564 288 42 brazil brazil PROPN bracis-33564 288 43 antônio antônio PROPN bracis-33564 288 44 oss oss PROPN bracis-33564 288 45 boll boll PROPN bracis-33564 288 46     SPACE bracis-33564 288 47 & & CCONJ bracis-33564 288 48     SPACE bracis-33564 288 49 letícia letícia PROPN bracis-33564 288 50 maria maria PROPN bracis-33564 288 51 puttlitz puttlitz PROPN bracis-33564 288 52 institute institute PROPN bracis-33564 288 53 of of ADP bracis-33564 288 54 informatics informatics PROPN bracis-33564 288 55 , , PUNCT bracis-33564 288 56 universidade universidade PROPN bracis-33564 288 57 federal federal PROPN bracis-33564 288 58 do do AUX bracis-33564 288 59 rio rio PROPN bracis-33564 288 60 grande grande PROPN bracis-33564 288 61 do do VERB bracis-33564 288 62 sul sul PROPN bracis-33564 288 63 , , PUNCT bracis-33564 288 64 av av PROPN bracis-33564 288 65 . . PUNCT bracis-33564 288 66 bento bento PROPN bracis-33564 288 67 gonçalves gonçalves PROPN bracis-33564 288 68 , , PUNCT bracis-33564 288 69 9500 9500 NUM bracis-33564 288 70 , , PUNCT bracis-33564 288 71 porto porto PROPN bracis-33564 288 72 alegre alegre PROPN bracis-33564 288 73 , , PUNCT bracis-33564 288 74 rs r NOUN bracis-33564 288 75 , , PUNCT bracis-33564 288 76 91501 91501 NUM bracis-33564 288 77 - - SYM bracis-33564 288 78 970 970 NUM bracis-33564 288 79 , , PUNCT bracis-33564 288 80 brazil brazil PROPN bracis-33564 288 81 heloísa heloísa PROPN bracis-33564 288 82 oss oss PROPN bracis-33564 288 83 boll boll PROPN bracis-33564 288 84     SPACE bracis-33564 288 85 & & CCONJ bracis-33564 288 86     SPACE bracis-33564 288 87 rodrigo rodrigo PROPN bracis-33564 288 88 mor mor PROPN bracis-33564 288 89 malossi malossi PROPN bracis-33564 288 90 authors author NOUN bracis-33564 288 91 antônio antônio VERB bracis-33564 288 92 oss oss PROPN bracis-33564 288 93 bollview bollview PROPN bracis-33564 288 94 author author NOUN bracis-33564 288 95 publications publication NOUN bracis-33564 288 96 search search NOUN bracis-33564 288 97 author author NOUN bracis-33564 288 98 on on ADP bracis-33564 288 99 : : PUNCT bracis-33564 288 100 pubmed pubmed PROPN bracis-33564 288 101     SPACE bracis-33564 288 102 google google PROPN bracis-33564 288 103 scholar scholar NOUN bracis-33564 288 104 letícia letícia PROPN bracis-33564 288 105 maria maria PROPN bracis-33564 288 106 puttlitzview puttlitzview PROPN bracis-33564 288 107 author author NOUN bracis-33564 288 108 publications publication NOUN bracis-33564 288 109 search search NOUN bracis-33564 288 110 author author NOUN bracis-33564 288 111 on on ADP bracis-33564 288 112 : : PUNCT bracis-33564 288 113 pubmed pubmed PROPN bracis-33564 288 114     SPACE bracis-33564 288 115 google google PROPN bracis-33564 288 116 scholar scholar NOUN bracis-33564 288 117 heloísa heloísa NOUN bracis-33564 288 118 oss oss NOUN bracis-33564 288 119 bollview bollview NOUN bracis-33564 288 120 author author NOUN bracis-33564 288 121 publications publication NOUN bracis-33564 288 122 search search NOUN bracis-33564 288 123 author author NOUN bracis-33564 288 124 on on ADP bracis-33564 288 125 : : PUNCT bracis-33564 288 126 pubmed pubmed PROPN bracis-33564 288 127     SPACE bracis-33564 288 128 google google PROPN bracis-33564 288 129 scholar scholar PROPN bracis-33564 288 130 rodrigo rodrigo PROPN bracis-33564 288 131 mor mor PROPN bracis-33564 288 132 malossiview malossiview PROPN bracis-33564 288 133 author author NOUN bracis-33564 288 134 publications publication NOUN bracis-33564 288 135 search search NOUN bracis-33564 288 136 author author NOUN bracis-33564 288 137 on on ADP bracis-33564 288 138 : : PUNCT bracis-33564 288 139 pubmed pubmed PROPN bracis-33564 288 140     SPACE bracis-33564 288 141 google google PROPN bracis-33564 288 142 scholar scholar NOUN bracis-33564 288 143 corresponding correspond VERB bracis-33564 288 144 author author NOUN bracis-33564 288 145 correspondence correspondence NOUN bracis-33564 288 146 to to PART bracis-33564 288 147 antônio antônio PROPN bracis-33564 288 148 oss oss PROPN bracis-33564 288 149 boll boll NOUN bracis-33564 288 150 . . PUNCT bracis-33564 289 1 editor editor NOUN bracis-33564 289 2 information information NOUN bracis-33564 289 3 editors editor NOUN bracis-33564 289 4 and and CCONJ bracis-33564 289 5 affiliations affiliation NOUN bracis-33564 289 6 universidade universidade VERB bracis-33564 289 7 federal federal PROPN bracis-33564 289 8 fluminense fluminense PROPN bracis-33564 289 9 , , PUNCT bracis-33564 289 10 niterói niterói PROPN bracis-33564 289 11 , , PUNCT bracis-33564 289 12 brazil brazil PROPN bracis-33564 289 13 aline aline PROPN bracis-33564 289 14 paes paes PROPN bracis-33564 289 15 instituto instituto PROPN bracis-33564 289 16 tecnológico tecnológico PROPN bracis-33564 289 17 de de PROPN bracis-33564 289 18 aeronáutica aeronáutica PROPN bracis-33564 289 19 , , PUNCT bracis-33564 289 20 são são PROPN bracis-33564 289 21 josé josé PROPN bracis-33564 289 22 dos dos PROPN bracis-33564 289 23 campos campos PROPN bracis-33564 289 24 , , PUNCT bracis-33564 289 25 brazil brazil PROPN bracis-33564 289 26 filipe filipe PROPN bracis-33564 289 27 a. a. PROPN bracis-33564 289 28 n. n. PROPN bracis-33564 289 29 verri verri PROPN bracis-33564 289 30 rights right NOUN bracis-33564 289 31 and and CCONJ bracis-33564 289 32 permissions permission NOUN bracis-33564 289 33 reprints reprint NOUN bracis-33564 289 34 and and CCONJ bracis-33564 289 35 permissions permission VERB bracis-33564 289 36 copyright copyright NOUN bracis-33564 289 37 information information NOUN bracis-33564 289 38 © © ADP bracis-33564 289 39 2025 2025 NUM bracis-33564 289 40 the the DET bracis-33564 289 41 author(s author(s NOUN bracis-33564 289 42 ) ) PUNCT bracis-33564 289 43 , , PUNCT bracis-33564 289 44 under under ADP bracis-33564 289 45 exclusive exclusive ADJ bracis-33564 289 46 license license NOUN bracis-33564 289 47 to to ADP bracis-33564 289 48 springer springer NOUN bracis-33564 289 49 nature nature PROPN bracis-33564 289 50 switzerland switzerland PROPN bracis-33564 289 51 ag ag PROPN bracis-33564 289 52 about about ADP bracis-33564 289 53 this this DET bracis-33564 289 54 paper paper NOUN bracis-33564 289 55 cite cite VERB bracis-33564 289 56 this this DET bracis-33564 289 57 paper paper NOUN bracis-33564 289 58 boll boll NOUN bracis-33564 289 59 , , PUNCT bracis-33564 289 60 a.o a.o PROPN bracis-33564 289 61 . . PROPN bracis-33564 289 62 , , PUNCT bracis-33564 289 63 puttlitz puttlitz PROPN bracis-33564 289 64 , , PUNCT bracis-33564 289 65 l.m l.m PROPN bracis-33564 289 66 . . PROPN bracis-33564 289 67 , , PUNCT bracis-33564 289 68 boll boll PROPN bracis-33564 289 69 , , PUNCT bracis-33564 289 70 h.o h.o PROPN bracis-33564 289 71 . . PROPN bracis-33564 289 72 , , PUNCT bracis-33564 289 73 malossi malossi PROPN bracis-33564 289 74 , , PUNCT bracis-33564 289 75 r.m r.m PROPN bracis-33564 289 76 . . PROPN bracis-33564 290 1 ( ( PUNCT bracis-33564 290 2 2025 2025 NUM bracis-33564 290 3 ) ) PUNCT bracis-33564 290 4 . . PUNCT bracis-33564 291 1 beyond beyond ADP bracis-33564 291 2 audio audio ADJ bracis-33564 291 3 signals signal NOUN bracis-33564 291 4 : : PUNCT bracis-33564 291 5 generative generative ADJ bracis-33564 291 6 model model NOUN bracis-33564 291 7 - - PUNCT bracis-33564 291 8 based base VERB bracis-33564 291 9 speaker speaker NOUN bracis-33564 291 10 diarization diarization NOUN bracis-33564 291 11 in in ADP bracis-33564 291 12     SPACE bracis-33564 291 13 portuguese portuguese NOUN bracis-33564 291 14 . . PUNCT bracis-33564 292 1 in in ADP bracis-33564 292 2 : : PUNCT bracis-33564 292 3 paes paes PROPN bracis-33564 292 4 , , PUNCT bracis-33564 292 5 a. a. PROPN bracis-33564 292 6 , , PUNCT bracis-33564 292 7 verri verri NOUN bracis-33564 292 8 , , PUNCT bracis-33564 292 9 f.a.n f.a.n ADJ bracis-33564 292 10 . . PUNCT bracis-33564 292 11 ( ( PUNCT bracis-33564 292 12 eds ed NOUN bracis-33564 292 13 ) ) PUNCT bracis-33564 292 14 intelligent intelligent ADJ bracis-33564 292 15 systems system NOUN bracis-33564 292 16 . . PUNCT bracis-33564 292 17 bracis bracis PROPN bracis-33564 292 18 2024 2024 NUM bracis-33564 292 19 . . PUNCT bracis-33564 293 1 lecture lecture NOUN bracis-33564 293 2 notes note NOUN bracis-33564 293 3 in in ADP bracis-33564 293 4 computer computer NOUN bracis-33564 293 5 science science NOUN bracis-33564 293 6 ( ( PUNCT bracis-33564 293 7 ) ) PUNCT bracis-33564 293 8 , , PUNCT bracis-33564 293 9 vol vol NOUN bracis-33564 293 10 15412 15412 NUM bracis-33564 293 11 . . PUNCT bracis-33564 294 1 springer springer NOUN bracis-33564 294 2 , , PUNCT bracis-33564 294 3 cham cham PROPN bracis-33564 294 4 . . PUNCT bracis-33564 295 1 https://doi.org/10.1007/978-3-031-79029-4_17 https://doi.org/10.1007/978-3-031-79029-4_17 PROPN bracis-33564 295 2 download download NOUN bracis-33564 295 3 citation citation NOUN bracis-33564 295 4 .ris .ris PUNCT bracis-33564 295 5 .enw .enw PROPN bracis-33564 295 6 .bib .bib PUNCT bracis-33564 296 1 doi doi PROPN bracis-33564 296 2 : : PUNCT bracis-33564 296 3 https://doi.org/10.1007/978-3-031-79029-4_17 https://doi.org/10.1007/978-3-031-79029-4_17 NOUN bracis-33564 296 4 published publish VERB bracis-33564 296 5 : : PUNCT bracis-33564 296 6 30 30 NUM bracis-33564 296 7 january january PROPN bracis-33564 296 8 2025 2025 NUM bracis-33564 296 9 publisher publisher NOUN bracis-33564 296 10 name name NOUN bracis-33564 296 11 : : PUNCT bracis-33564 296 12 springer springer NOUN bracis-33564 296 13 , , PUNCT bracis-33564 296 14 cham cham PROPN bracis-33564 296 15 print print PROPN bracis-33564 296 16 isbn isbn PROPN bracis-33564 296 17 : : PUNCT bracis-33564 296 18 978 978 NUM bracis-33564 296 19 - - SYM bracis-33564 296 20 3 3 NUM bracis-33564 296 21 - - PUNCT bracis-33564 296 22 031 031 NUM bracis-33564 296 23 - - PUNCT bracis-33564 296 24 79028 79028 NUM bracis-33564 296 25 - - SYM bracis-33564 296 26 7 7 NUM bracis-33564 296 27 online online ADJ bracis-33564 296 28 isbn isbn NOUN bracis-33564 296 29 : : PUNCT bracis-33564 296 30 978 978 NUM bracis-33564 296 31 - - SYM bracis-33564 296 32 3 3 NUM bracis-33564 296 33 - - PUNCT bracis-33564 296 34 031 031 NUM bracis-33564 296 35 - - PUNCT bracis-33564 296 36 79029 79029 NUM bracis-33564 296 37 - - SYM bracis-33564 296 38 4 4 NUM bracis-33564 296 39 ebook ebook NOUN bracis-33564 296 40 packages package NOUN bracis-33564 296 41 : : PUNCT bracis-33564 296 42 computer computer NOUN bracis-33564 296 43 sciencecomputer sciencecomputer NOUN bracis-33564 296 44 science science NOUN bracis-33564 296 45 ( ( PUNCT bracis-33564 296 46 r0 r0 NOUN bracis-33564 296 47 ) ) PUNCT bracis-33564 296 48 share share VERB bracis-33564 296 49 this this DET bracis-33564 296 50 paper paper NOUN bracis-33564 296 51 anyone anyone PRON bracis-33564 296 52 you you PRON bracis-33564 296 53 share share VERB bracis-33564 296 54 the the DET bracis-33564 296 55 following follow VERB bracis-33564 296 56 link link NOUN bracis-33564 296 57 with with ADP bracis-33564 296 58 will will AUX bracis-33564 296 59 be be AUX bracis-33564 296 60 able able ADJ bracis-33564 296 61 to to PART bracis-33564 296 62 read read VERB bracis-33564 296 63 this this DET bracis-33564 296 64 content content NOUN bracis-33564 296 65 : : PUNCT bracis-33564 296 66 get get VERB bracis-33564 296 67 shareable shareable ADJ bracis-33564 296 68 linksorry linksorry NOUN bracis-33564 296 69 , , PUNCT bracis-33564 296 70 a a DET bracis-33564 296 71 shareable shareable ADJ bracis-33564 296 72 link link NOUN bracis-33564 296 73 is be AUX bracis-33564 296 74 not not PART bracis-33564 296 75 currently currently ADV bracis-33564 296 76 available available ADJ bracis-33564 296 77 for for ADP bracis-33564 296 78 this this DET bracis-33564 296 79 article article NOUN bracis-33564 296 80 . . PUNCT bracis-33564 297 1 copy copy VERB bracis-33564 297 2 shareable shareable ADJ bracis-33564 297 3 link link NOUN bracis-33564 297 4 to to PART bracis-33564 297 5 clipboard clipboard NOUN bracis-33564 297 6 provided provide VERB bracis-33564 297 7 by by ADP bracis-33564 297 8 the the DET bracis-33564 297 9 springer springer NOUN bracis-33564 297 10 nature nature PROPN bracis-33564 297 11 sharedit sharedit PROPN bracis-33564 297 12 content content NOUN bracis-33564 297 13 - - PUNCT bracis-33564 297 14 sharing share VERB bracis-33564 297 15 initiative initiative NOUN bracis-33564 297 16 keywords keyword NOUN bracis-33564 297 17 speaker speaker NOUN bracis-33564 297 18 diarization diarization NOUN bracis-33564 297 19 generative generative NOUN bracis-33564 297 20 models model NOUN bracis-33564 297 21 natural natural ADJ bracis-33564 297 22 language language NOUN bracis-33564 297 23 processing processing NOUN bracis-33564 297 24 publish publish NOUN bracis-33564 297 25 with with ADP bracis-33564 297 26 us us PROPN bracis-33564 297 27 policies policy NOUN bracis-33564 297 28 and and CCONJ bracis-33564 297 29 ethics ethic NOUN bracis-33564 297 30 profiles profile NOUN bracis-33564 297 31 antônio antônio PROPN bracis-33564 297 32 oss oss PROPN bracis-33564 297 33 boll boll PROPN bracis-33564 297 34 view view NOUN bracis-33564 297 35 author author NOUN bracis-33564 297 36 profile profile NOUN bracis-33564 297 37 search search NOUN bracis-33564 297 38 search search NOUN bracis-33564 297 39 by by ADP bracis-33564 297 40 keyword keyword NOUN bracis-33564 297 41 or or CCONJ bracis-33564 297 42 author author NOUN bracis-33564 297 43 search search NOUN bracis-33564 297 44 navigation navigation NOUN bracis-33564 297 45 find find VERB bracis-33564 297 46 a a DET bracis-33564 297 47 journal journal NOUN bracis-33564 297 48 publish publish VERB bracis-33564 297 49 with with ADP bracis-33564 297 50 us we PRON bracis-33564 297 51 track track VERB bracis-33564 297 52 your your PRON bracis-33564 297 53 research research NOUN bracis-33564 297 54 discover discover VERB bracis-33564 297 55 content content NOUN bracis-33564 297 56 journals journal NOUN bracis-33564 297 57 a a DET bracis-33564 297 58 - - PUNCT bracis-33564 297 59 z z NOUN bracis-33564 297 60 books book NOUN bracis-33564 297 61 a a DET bracis-33564 297 62 - - PUNCT bracis-33564 297 63 z z NOUN bracis-33564 297 64 publish publish NOUN bracis-33564 297 65 with with ADP bracis-33564 297 66 us us PROPN bracis-33564 297 67 journal journal PROPN bracis-33564 297 68 finder finder PROPN bracis-33564 297 69 publish publish VERB bracis-33564 297 70 your your PRON bracis-33564 297 71 research research NOUN bracis-33564 297 72 language language NOUN bracis-33564 297 73 editing edit VERB bracis-33564 297 74 open open ADJ bracis-33564 297 75 access access NOUN bracis-33564 297 76 publishing publishing NOUN bracis-33564 297 77 products product NOUN bracis-33564 297 78 and and CCONJ bracis-33564 297 79 services service NOUN bracis-33564 297 80 our our PRON bracis-33564 297 81 products product NOUN bracis-33564 297 82 librarians librarian VERB bracis-33564 297 83 societies society NOUN bracis-33564 297 84 partners partner NOUN bracis-33564 297 85 and and CCONJ bracis-33564 297 86 advertisers advertiser NOUN bracis-33564 297 87 our our PRON bracis-33564 297 88 brands brand NOUN bracis-33564 297 89 springer springer NOUN bracis-33564 297 90 nature nature PROPN bracis-33564 297 91 portfolio portfolio PROPN bracis-33564 297 92 bmc bmc PROPN bracis-33564 297 93 palgrave palgrave PROPN bracis-33564 297 94 macmillan macmillan PROPN bracis-33564 297 95 apress apress PROPN bracis-33564 297 96 discover discover VERB bracis-33564 297 97 your your PRON bracis-33564 297 98 privacy privacy NOUN bracis-33564 297 99 choices choice NOUN bracis-33564 297 100 / / SYM bracis-33564 297 101 manage manage NOUN bracis-33564 297 102 cookies cookie NOUN bracis-33564 297 103 your your PRON bracis-33564 297 104 us us PROPN bracis-33564 298 1 state state NOUN bracis-33564 298 2 privacy privacy NOUN bracis-33564 298 3 rights right NOUN bracis-33564 298 4 accessibility accessibility NOUN bracis-33564 298 5 statement statement NOUN bracis-33564 298 6 terms term NOUN bracis-33564 298 7 and and CCONJ bracis-33564 298 8 conditions condition NOUN bracis-33564 298 9 privacy privacy NOUN bracis-33564 298 10 policy policy NOUN bracis-33564 298 11 help help NOUN bracis-33564 298 12 and and CCONJ bracis-33564 298 13 support support VERB bracis-33564 298 14 legal legal ADJ bracis-33564 298 15 notice notice NOUN bracis-33564 298 16 cancel cancel VERB bracis-33564 298 17 contracts contract NOUN bracis-33564 298 18 here here ADV bracis-33564 298 19 129.74.145.123 129.74.145.123 NUM bracis-33564 298 20 hesburgh hesburgh PROPN bracis-33564 298 21 library library PROPN bracis-33564 298 22 er er INTJ bracis-33564 298 23 unit unit NOUN bracis-33564 298 24 ( ( PUNCT bracis-33564 298 25 3005732405 3005732405 NUM bracis-33564 298 26 ) ) PUNCT bracis-33564 298 27 northeast northeast ADJ bracis-33564 298 28 research research NOUN bracis-33564 298 29 libraries library NOUN bracis-33564 298 30 ( ( PUNCT bracis-33564 298 31 nerl nerl PROPN bracis-33564 298 32 ) ) PUNCT bracis-33564 298 33 ( ( PUNCT bracis-33564 298 34 8200828607 8200828607 NUM bracis-33564 298 35 ) ) PUNCT bracis-33564 298 36 nerl nerl VERB bracis-33564 298 37 ta ta X bracis-33564 298 38 account account NOUN bracis-33564 298 39 ( ( PUNCT bracis-33564 298 40 3006206169 3006206169 NUM bracis-33564 298 41 ) ) PUNCT bracis-33564 298 42 university university NOUN bracis-33564 298 43 of of ADP bracis-33564 298 44 notre notre PROPN bracis-33564 298 45 dame dame PROPN bracis-33564 298 46 hesburgh hesburgh PROPN bracis-33564 298 47 library library NOUN bracis-33564 298 48 ( ( PUNCT bracis-33564 298 49 3000184373 3000184373 NUM bracis-33564 298 50 ) ) PUNCT bracis-33564 299 1 © © ADP bracis-33564 299 2 2025 2025 NUM bracis-33564 299 3 springer springer NOUN bracis-33564 299 4 nature nature NOUN