id sid tid token lemma pos catalyst-35973 1 1 special special ADJ catalyst-35973 1 2 section section NOUN catalyst-35973 1 3 : : PUNCT catalyst-35973 1 4 probing probe VERB catalyst-35973 1 5 the the DET catalyst-35973 1 6 system system NOUN catalyst-35973 1 7 : : PUNCT catalyst-35973 1 8 feminist feminist ADJ catalyst-35973 1 9 complications complication NOUN catalyst-35973 1 10 of of ADP catalyst-35973 1 11 automated automate VERB catalyst-35973 1 12 technologies technology NOUN catalyst-35973 1 13 , , PUNCT catalyst-35973 1 14 flows flow NOUN catalyst-35973 1 15 , , PUNCT catalyst-35973 1 16 and and CCONJ catalyst-35973 1 17 practices practice NOUN catalyst-35973 1 18 of of ADP catalyst-35973 1 19 everyday everyday ADJ catalyst-35973 1 20 life life NOUN catalyst-35973 1 21 technology technology NOUN catalyst-35973 1 22 of of ADP catalyst-35973 1 23 the the DET catalyst-35973 1 24 surround surround NOUN catalyst-35973 1 25         SPACE catalyst-35973 1 26 beth beth PROPN catalyst-35973 1 27 coleman coleman PROPN catalyst-35973 1 28 university university PROPN catalyst-35973 1 29 of of ADP catalyst-35973 1 30 toronto toronto PROPN catalyst-35973 1 31 beth.coleman@utoronto.ca beth.coleman@utoronto.ca NOUN catalyst-35973 1 32         SPACE catalyst-35973 1 33 abstract abstract ADJ catalyst-35973 1 34 in in ADP catalyst-35973 1 35 addressing address VERB catalyst-35973 1 36 the the DET catalyst-35973 1 37 issue issue NOUN catalyst-35973 1 38 of of ADP catalyst-35973 1 39 harmful harmful ADJ catalyst-35973 1 40 bias bias NOUN catalyst-35973 1 41 in in ADP catalyst-35973 1 42 ai ai PROPN catalyst-35973 1 43 systems system NOUN catalyst-35973 1 44 , , PUNCT catalyst-35973 1 45 this this DET catalyst-35973 1 46 paper paper NOUN catalyst-35973 1 47 asks ask VERB catalyst-35973 1 48 for for ADP catalyst-35973 1 49 a a DET catalyst-35973 1 50 consideration consideration NOUN catalyst-35973 1 51 of of ADP catalyst-35973 1 52 a a DET catalyst-35973 1 53 generatively generatively ADV catalyst-35973 1 54 wild wild ADJ catalyst-35973 1 55 ai ai VERB catalyst-35973 1 56 that that PRON catalyst-35973 1 57 exceeds exceed VERB catalyst-35973 1 58 the the DET catalyst-35973 1 59 framework framework NOUN catalyst-35973 1 60 of of ADP catalyst-35973 1 61 predictive predictive ADJ catalyst-35973 1 62 machine machine NOUN catalyst-35973 1 63 learning learning NOUN catalyst-35973 1 64 . . PUNCT catalyst-35973 2 1 the the DET catalyst-35973 2 2 argument argument NOUN catalyst-35973 2 3 places place VERB catalyst-35973 2 4 supervised supervise VERB catalyst-35973 2 5 learning learn VERB catalyst-35973 2 6 with with ADP catalyst-35973 2 7 its its PRON catalyst-35973 2 8 labeled label VERB catalyst-35973 2 9 training training NOUN catalyst-35973 2 10 data datum NOUN catalyst-35973 2 11 as as ADP catalyst-35973 2 12 primarily primarily ADV catalyst-35973 2 13 a a DET catalyst-35973 2 14 form form NOUN catalyst-35973 2 15 of of ADP catalyst-35973 2 16 reproduction reproduction NOUN catalyst-35973 2 17 of of ADP catalyst-35973 2 18 a a DET catalyst-35973 2 19 status status NOUN catalyst-35973 2 20 quo quo NOUN catalyst-35973 2 21 . . PUNCT catalyst-35973 3 1 based base VERB catalyst-35973 3 2 on on ADP catalyst-35973 3 3 this this DET catalyst-35973 3 4 framework framework NOUN catalyst-35973 3 5 , , PUNCT catalyst-35973 3 6 the the DET catalyst-35973 3 7 paper paper NOUN catalyst-35973 3 8 moves move VERB catalyst-35973 3 9 through through ADP catalyst-35973 3 10 an an DET catalyst-35973 3 11 analysis analysis NOUN catalyst-35973 3 12 of of ADP catalyst-35973 3 13 two two NUM catalyst-35973 3 14 ai ai NOUN catalyst-35973 3 15 modalities modality NOUN catalyst-35973 3 16 — — PUNCT catalyst-35973 3 17 supervised supervised ADJ catalyst-35973 3 18 learning learning NOUN catalyst-35973 3 19 ( ( PUNCT catalyst-35973 3 20 e.g. e.g. ADV catalyst-35973 3 21 , , PUNCT catalyst-35973 3 22 machine machine NOUN catalyst-35973 3 23 vision vision NOUN catalyst-35973 3 24 ) ) PUNCT catalyst-35973 3 25 and and CCONJ catalyst-35973 3 26 unsupervised unsupervised ADJ catalyst-35973 3 27 learning learning NOUN catalyst-35973 3 28 ( ( PUNCT catalyst-35973 3 29 e.g. e.g. ADV catalyst-35973 3 30 , , PUNCT catalyst-35973 3 31 game game NOUN catalyst-35973 3 32 play)—to play)—to X catalyst-35973 3 33 demonstrate demonstrate VERB catalyst-35973 3 34 the the DET catalyst-35973 3 35 potential potential NOUN catalyst-35973 3 36 of of ADP catalyst-35973 3 37 ai ai NOUN catalyst-35973 3 38 as as ADP catalyst-35973 3 39 mechanism mechanism NOUN catalyst-35973 3 40 that that PRON catalyst-35973 3 41 creates create VERB catalyst-35973 3 42 patterns pattern NOUN catalyst-35973 3 43 of of ADP catalyst-35973 3 44 association association NOUN catalyst-35973 3 45 outside outside ADP catalyst-35973 3 46 of of ADP catalyst-35973 3 47 a a DET catalyst-35973 3 48 purely purely ADV catalyst-35973 3 49 reproductive reproductive ADJ catalyst-35973 3 50 condition condition NOUN catalyst-35973 3 51 . . PUNCT catalyst-35973 4 1 this this DET catalyst-35973 4 2 analysis analysis NOUN catalyst-35973 4 3 is be AUX catalyst-35973 4 4 followed follow VERB catalyst-35973 4 5 by by ADP catalyst-35973 4 6 an an DET catalyst-35973 4 7 introduction introduction NOUN catalyst-35973 4 8 to to ADP catalyst-35973 4 9 the the DET catalyst-35973 4 10 concept concept NOUN catalyst-35973 4 11 of of ADP catalyst-35973 4 12 the the DET catalyst-35973 4 13 technology technology NOUN catalyst-35973 4 14 of of ADP catalyst-35973 4 15 the the DET catalyst-35973 4 16 surround surround NOUN catalyst-35973 4 17 , , PUNCT catalyst-35973 4 18 where where SCONJ catalyst-35973 4 19 the the DET catalyst-35973 4 20 paper paper NOUN catalyst-35973 4 21 then then ADV catalyst-35973 4 22 turns turn VERB catalyst-35973 4 23 toward toward ADP catalyst-35973 4 24 theoretical theoretical ADJ catalyst-35973 4 25 positions position NOUN catalyst-35973 4 26 that that PRON catalyst-35973 4 27 unbind unbind VERB catalyst-35973 4 28 categorical categorical ADJ catalyst-35973 4 29 logics logic NOUN catalyst-35973 4 30 , , PUNCT catalyst-35973 4 31 moving move VERB catalyst-35973 4 32 toward toward ADP catalyst-35973 4 33 other other ADJ catalyst-35973 4 34 possible possible ADJ catalyst-35973 4 35 positionalities positionalitie NOUN catalyst-35973 4 36 — — PUNCT catalyst-35973 4 37 the the DET catalyst-35973 4 38 surround surround NOUN catalyst-35973 4 39 ( ( PUNCT catalyst-35973 4 40 harney harney NOUN catalyst-35973 4 41 and and CCONJ catalyst-35973 4 42 moten moten PROPN catalyst-35973 4 43 ) ) PUNCT catalyst-35973 4 44 , , PUNCT catalyst-35973 4 45 alien alien ADJ catalyst-35973 4 46 intelligence intelligence NOUN catalyst-35973 4 47 ( ( PUNCT catalyst-35973 4 48 parisi parisi PROPN catalyst-35973 4 49 ) ) PUNCT catalyst-35973 4 50 , , PUNCT catalyst-35973 4 51 and and CCONJ catalyst-35973 4 52 intra intra NOUN catalyst-35973 4 53 - - NOUN catalyst-35973 4 54 actions action NOUN catalyst-35973 4 55 of of ADP catalyst-35973 4 56 subject subject ADJ catalyst-35973 4 57 / / SYM catalyst-35973 4 58 object object NOUN catalyst-35973 4 59 resolution resolution NOUN catalyst-35973 4 60 ( ( PUNCT catalyst-35973 4 61 barad barad NOUN catalyst-35973 4 62 ) ) PUNCT catalyst-35973 4 63 . . PUNCT catalyst-35973 5 1 the the DET catalyst-35973 5 2 paper paper NOUN catalyst-35973 5 3 frames frame VERB catalyst-35973 5 4 two two NUM catalyst-35973 5 5 key key ADJ catalyst-35973 5 6 concepts concept NOUN catalyst-35973 5 7 in in ADP catalyst-35973 5 8 relation relation NOUN catalyst-35973 5 9 to to ADP catalyst-35973 5 10 an an DET catalyst-35973 5 11 ai ai NOUN catalyst-35973 5 12 in in ADP catalyst-35973 5 13 the the DET catalyst-35973 5 14 wild wild NOUN catalyst-35973 5 15 : : PUNCT catalyst-35973 5 16 the the DET catalyst-35973 5 17 colonial colonial ADJ catalyst-35973 5 18 sublime sublime ADJ catalyst-35973 5 19 and and CCONJ catalyst-35973 5 20 black black ADJ catalyst-35973 5 21 techné techné NOUN catalyst-35973 5 22 . . PUNCT catalyst-35973 6 1 the the DET catalyst-35973 6 2 paper paper NOUN catalyst-35973 6 3 concludes conclude VERB catalyst-35973 6 4 with with ADP catalyst-35973 6 5 a a DET catalyst-35973 6 6 summation summation NOUN catalyst-35973 6 7 of of ADP catalyst-35973 6 8 what what PRON catalyst-35973 6 9 ai ai VERB catalyst-35973 6 10 in in ADP catalyst-35973 6 11 the the DET catalyst-35973 6 12 wild wild NOUN catalyst-35973 6 13 can can AUX catalyst-35973 6 14 contribute contribute VERB catalyst-35973 6 15 to to ADP catalyst-35973 6 16 the the DET catalyst-35973 6 17 subversion subversion NOUN catalyst-35973 6 18 of of ADP catalyst-35973 6 19 technologies technology NOUN catalyst-35973 6 20 of of ADP catalyst-35973 6 21 oppression oppression NOUN catalyst-35973 6 22 toward toward ADP catalyst-35973 6 23 a a DET catalyst-35973 6 24 liberatory liberatory ADJ catalyst-35973 6 25 potential potential NOUN catalyst-35973 6 26 of of ADP catalyst-35973 6 27 ai ai NOUN catalyst-35973 6 28 . . PUNCT catalyst-35973 6 29         SPACE catalyst-35973 6 30 keywords keyword VERB catalyst-35973 6 31 artificial artificial ADJ catalyst-35973 6 32 intelligence intelligence NOUN catalyst-35973 6 33 , , PUNCT catalyst-35973 6 34 black black ADJ catalyst-35973 6 35 techné techné NOUN catalyst-35973 6 36 , , PUNCT catalyst-35973 6 37 ethics ethic NOUN catalyst-35973 6 38 , , PUNCT catalyst-35973 6 39 ontology ontology NOUN catalyst-35973 6 40 , , PUNCT catalyst-35973 6 41 predictive predictive ADJ catalyst-35973 6 42 , , PUNCT catalyst-35973 6 43 surround surround NOUN catalyst-35973 6 44 , , PUNCT catalyst-35973 6 45 supervised supervised ADJ catalyst-35973 6 46 learning learning NOUN catalyst-35973 6 47 , , PUNCT catalyst-35973 6 48 unsupervised unsupervised ADJ catalyst-35973 6 49 learning learning NOUN catalyst-35973 6 50         SPACE catalyst-35973 6 51 meanwhile meanwhile ADV catalyst-35973 6 52 blackness blackness NOUN catalyst-35973 6 53 means mean VERB catalyst-35973 6 54 to to PART catalyst-35973 6 55 render render VERB catalyst-35973 6 56 unanswerable unanswerable ADJ catalyst-35973 6 57 the the DET catalyst-35973 6 58 question question NOUN catalyst-35973 6 59 of of ADP catalyst-35973 6 60 how how SCONJ catalyst-35973 6 61 to to PART catalyst-35973 6 62 govern govern VERB catalyst-35973 6 63 the the DET catalyst-35973 6 64 thing thing NOUN catalyst-35973 6 65 that that PRON catalyst-35973 6 66 loses lose VERB catalyst-35973 6 67 and and CCONJ catalyst-35973 6 68 finds find VERB catalyst-35973 6 69 itself itself PRON catalyst-35973 6 70 to to PART catalyst-35973 6 71 be be AUX catalyst-35973 6 72 what what PRON catalyst-35973 6 73 it it PRON catalyst-35973 6 74 is be AUX catalyst-35973 6 75 not not PART catalyst-35973 6 76 . . PUNCT catalyst-35973 7 1 stefano stefano PROPN catalyst-35973 7 2 harney harney PROPN catalyst-35973 7 3 and and CCONJ catalyst-35973 7 4 fred fred PROPN catalyst-35973 7 5 moten moten PROPN catalyst-35973 7 6 , , PUNCT catalyst-35973 7 7 the the DET catalyst-35973 7 8 undercommons undercommon NOUN catalyst-35973 7 9 : : PUNCT catalyst-35973 7 10 fugitive fugitive ADJ catalyst-35973 7 11 planning planning NOUN catalyst-35973 7 12 and and CCONJ catalyst-35973 7 13 black black ADJ catalyst-35973 7 14 study study NOUN catalyst-35973 7 15 introduction introduction NOUN catalyst-35973 7 16 my my PRON catalyst-35973 7 17 argument argument NOUN catalyst-35973 7 18 is be AUX catalyst-35973 7 19 to to PART catalyst-35973 7 20 make make VERB catalyst-35973 7 21 ai ai VERB catalyst-35973 7 22 more more ADV catalyst-35973 7 23 wild wild ADJ catalyst-35973 7 24 , , PUNCT catalyst-35973 7 25 not not PART catalyst-35973 7 26 less less ADJ catalyst-35973 7 27 . . PUNCT catalyst-35973 8 1 by by ADP catalyst-35973 8 2 wild wild PROPN catalyst-35973 8 3 , , PUNCT catalyst-35973 8 4 i i PRON catalyst-35973 8 5 indicate indicate VERB catalyst-35973 8 6 generative generative ADJ catalyst-35973 8 7 possibility possibility NOUN catalyst-35973 8 8 for for ADP catalyst-35973 8 9 the the DET catalyst-35973 8 10 technology technology NOUN catalyst-35973 8 11 in in ADP catalyst-35973 8 12 opposition opposition NOUN catalyst-35973 8 13 to to ADP catalyst-35973 8 14 the the DET catalyst-35973 8 15 reproduction reproduction NOUN catalyst-35973 8 16 of of ADP catalyst-35973 8 17 the the DET catalyst-35973 8 18 same same ADJ catalyst-35973 8 19 . . PUNCT catalyst-35973 9 1 the the DET catalyst-35973 9 2 prompt prompt NOUN catalyst-35973 9 3 for for ADP catalyst-35973 9 4 this this DET catalyst-35973 9 5 line line NOUN catalyst-35973 9 6 of of ADP catalyst-35973 9 7 inquiry inquiry NOUN catalyst-35973 9 8 is be AUX catalyst-35973 9 9 the the DET catalyst-35973 9 10 call call NOUN catalyst-35973 9 11 for for ADP catalyst-35973 9 12 transparency transparency NOUN catalyst-35973 9 13 and and CCONJ catalyst-35973 9 14 accountability accountability NOUN catalyst-35973 9 15 as as ADP catalyst-35973 9 16 an an DET catalyst-35973 9 17 “ " PUNCT catalyst-35973 9 18 ethics ethic NOUN catalyst-35973 9 19 ” " PUNCT catalyst-35973 9 20 in in ADP catalyst-35973 9 21 ai ai PROPN catalyst-35973 9 22 design.1 design.1 PROPN catalyst-35973 9 23 i i PRON catalyst-35973 9 24 wonder wonder VERB catalyst-35973 9 25 if if SCONJ catalyst-35973 9 26 advocacy advocacy NOUN catalyst-35973 9 27 toward toward ADP catalyst-35973 9 28 a a DET catalyst-35973 9 29 corrective corrective ADJ catalyst-35973 9 30 can can AUX catalyst-35973 9 31 produce produce VERB catalyst-35973 9 32 the the DET catalyst-35973 9 33 ends end NOUN catalyst-35973 9 34 sought seek VERB catalyst-35973 9 35 : : PUNCT catalyst-35973 9 36 less less ADV catalyst-35973 9 37 harmful harmful ADJ catalyst-35973 9 38 bias bias NOUN catalyst-35973 9 39 and and CCONJ catalyst-35973 9 40 more more ADV catalyst-35973 9 41 equitable equitable ADJ catalyst-35973 9 42 opportunity opportunity NOUN catalyst-35973 9 43 . . PUNCT catalyst-35973 10 1 what what PRON catalyst-35973 10 2 if if SCONJ catalyst-35973 10 3 — — PUNCT catalyst-35973 10 4 outside outside NOUN catalyst-35973 10 5 of of ADP catalyst-35973 10 6 the the DET catalyst-35973 10 7 frame frame NOUN catalyst-35973 10 8 of of ADP catalyst-35973 10 9 the the DET catalyst-35973 10 10 ethical ethical ADJ catalyst-35973 10 11 corrective corrective ADJ catalyst-35973 10 12 — — PUNCT catalyst-35973 10 13 one one NUM catalyst-35973 10 14 reorients reorient VERB catalyst-35973 10 15 ai ai VERB catalyst-35973 10 16 application application NOUN catalyst-35973 10 17 and and CCONJ catalyst-35973 10 18 ontology ontology NOUN catalyst-35973 10 19 ? ? PUNCT catalyst-35973 11 1 i i PRON catalyst-35973 11 2 ask ask VERB catalyst-35973 11 3 that that DET catalyst-35973 11 4 question question NOUN catalyst-35973 11 5 in in ADP catalyst-35973 11 6 looking look VERB catalyst-35973 11 7 at at ADP catalyst-35973 11 8 two two NUM catalyst-35973 11 9 models model NOUN catalyst-35973 11 10 of of ADP catalyst-35973 11 11 ai ai ADJ catalyst-35973 11 12 production production NOUN catalyst-35973 11 13 — — PUNCT catalyst-35973 11 14 supervised supervised ADJ catalyst-35973 11 15 and and CCONJ catalyst-35973 11 16 unsupervised unsupervised ADJ catalyst-35973 11 17 learning learning NOUN catalyst-35973 11 18 . . PUNCT catalyst-35973 12 1 either either DET catalyst-35973 12 2 modality modality NOUN catalyst-35973 12 3 can can AUX catalyst-35973 12 4 be be AUX catalyst-35973 12 5 applied apply VERB catalyst-35973 12 6 toward toward ADP catalyst-35973 12 7 harm harm NOUN catalyst-35973 12 8 ( ( PUNCT catalyst-35973 12 9 or or CCONJ catalyst-35973 12 10 benefit benefit NOUN catalyst-35973 12 11 ) ) PUNCT catalyst-35973 12 12 , , PUNCT catalyst-35973 12 13 depending depend VERB catalyst-35973 12 14 on on ADP catalyst-35973 12 15 local local ADJ catalyst-35973 12 16 conditions condition NOUN catalyst-35973 12 17 . . PUNCT catalyst-35973 13 1 and and CCONJ catalyst-35973 13 2 yet yet ADV catalyst-35973 13 3 , , PUNCT catalyst-35973 13 4 with with ADP catalyst-35973 13 5 unerring unerring ADJ catalyst-35973 13 6 regularity regularity NOUN catalyst-35973 13 7 , , PUNCT catalyst-35973 13 8 ai ai VERB catalyst-35973 13 9 reproduces reproduce NOUN catalyst-35973 13 10 systemic systemic ADJ catalyst-35973 13 11 harmful harmful ADJ catalyst-35973 13 12 bias bias NOUN catalyst-35973 13 13 in in ADP catalyst-35973 13 14 its its PRON catalyst-35973 13 15 design design NOUN catalyst-35973 13 16 and and CCONJ catalyst-35973 13 17 application application NOUN catalyst-35973 13 18 ( ( PUNCT catalyst-35973 13 19 e.g. e.g. ADV catalyst-35973 13 20 , , PUNCT catalyst-35973 13 21 aran aran PROPN catalyst-35973 13 22 et et PROPN catalyst-35973 13 23 al al PROPN catalyst-35973 13 24 . . PROPN catalyst-35973 13 25 2020 2020 NUM catalyst-35973 13 26 ; ; PUNCT catalyst-35973 13 27 eubanks eubank NOUN catalyst-35973 13 28 2018 2018 NUM catalyst-35973 13 29 ; ; PUNCT catalyst-35973 13 30 noble noble ADJ catalyst-35973 13 31 2018 2018 NUM catalyst-35973 13 32 ; ; PUNCT catalyst-35973 13 33 o’neil o’neil PROPN catalyst-35973 13 34 2016 2016 NUM catalyst-35973 13 35 ; ; PUNCT catalyst-35973 13 36 raji raji PROPN catalyst-35973 13 37 et et PROPN catalyst-35973 13 38 al al PROPN catalyst-35973 13 39 . . PROPN catalyst-35973 13 40 2020 2020 NUM catalyst-35973 13 41 ) ) PUNCT catalyst-35973 13 42 . . PUNCT catalyst-35973 14 1 with with ADP catalyst-35973 14 2 this this DET catalyst-35973 14 3 background background NOUN catalyst-35973 14 4 in in ADP catalyst-35973 14 5 mind mind NOUN catalyst-35973 14 6 , , PUNCT catalyst-35973 14 7 i i PRON catalyst-35973 14 8 argue argue VERB catalyst-35973 14 9 that that SCONJ catalyst-35973 14 10 unsupervised unsupervised ADJ catalyst-35973 14 11 learning learning NOUN catalyst-35973 14 12 offers offer VERB catalyst-35973 14 13 a a DET catalyst-35973 14 14 potential potential ADJ catalyst-35973 14 15 ai ai NOUN catalyst-35973 14 16 pathway pathway NOUN catalyst-35973 14 17 that that PRON catalyst-35973 14 18 challenges challenge VERB catalyst-35973 14 19 the the DET catalyst-35973 14 20 reproduction reproduction NOUN catalyst-35973 14 21 of of ADP catalyst-35973 14 22 the the DET catalyst-35973 14 23 status status NOUN catalyst-35973 14 24 quo quo NOUN catalyst-35973 14 25 that that PRON catalyst-35973 14 26 is be AUX catalyst-35973 14 27 endemic endemic ADJ catalyst-35973 14 28 to to ADP catalyst-35973 14 29 supervised supervised ADJ catalyst-35973 14 30 learning learning NOUN catalyst-35973 14 31 . . PUNCT catalyst-35973 15 1 in in ADP catalyst-35973 15 2 lieu lieu NOUN catalyst-35973 15 3 of of ADP catalyst-35973 15 4 a a DET catalyst-35973 15 5 corrective corrective ADJ catalyst-35973 15 6 , , PUNCT catalyst-35973 15 7 how how SCONJ catalyst-35973 15 8 might might AUX catalyst-35973 15 9 we we PRON catalyst-35973 15 10 consider consider VERB catalyst-35973 15 11 an an DET catalyst-35973 15 12 itinerant itinerant ADJ catalyst-35973 15 13 ai ai VERB catalyst-35973 15 14 to to PART catalyst-35973 15 15 “ " PUNCT catalyst-35973 15 16 think think VERB catalyst-35973 15 17 ” " PUNCT catalyst-35973 15 18 through through ADP catalyst-35973 15 19 things thing NOUN catalyst-35973 15 20 differently differently ADV catalyst-35973 15 21 than than ADP catalyst-35973 15 22 “ " PUNCT catalyst-35973 15 23 we we PRON catalyst-35973 15 24 ” " PUNCT catalyst-35973 15 25 might might AUX catalyst-35973 15 26 ? ? PUNCT catalyst-35973 16 1 by by ADP catalyst-35973 16 2 “ " PUNCT catalyst-35973 16 3 think think VERB catalyst-35973 16 4 ” " PUNCT catalyst-35973 16 5 i i PRON catalyst-35973 16 6 indicate indicate VERB catalyst-35973 16 7 logics logic NOUN catalyst-35973 16 8 and and CCONJ catalyst-35973 16 9 processes process NOUN catalyst-35973 16 10 to to ADP catalyst-35973 16 11 discovery discovery NOUN catalyst-35973 16 12 that that PRON catalyst-35973 16 13 might might AUX catalyst-35973 16 14 work work VERB catalyst-35973 16 15 outside outside ADV catalyst-35973 16 16 of of ADP catalyst-35973 16 17 ( ( PUNCT catalyst-35973 16 18 predetermined predetermined ADJ catalyst-35973 16 19 ) ) PUNCT catalyst-35973 16 20 dominant dominant ADJ catalyst-35973 16 21 patterns pattern NOUN catalyst-35973 16 22 of of ADP catalyst-35973 16 23 data datum NOUN catalyst-35973 16 24 processing processing NOUN catalyst-35973 16 25 as as ADP catalyst-35973 16 26 a a DET catalyst-35973 16 27 type type NOUN catalyst-35973 16 28 of of ADP catalyst-35973 16 29 generative generative ADJ catalyst-35973 16 30 collusion collusion NOUN catalyst-35973 16 31 — — PUNCT catalyst-35973 16 32 ai ai VERB catalyst-35973 16 33 as as ADP catalyst-35973 16 34 a a DET catalyst-35973 16 35 partner partner NOUN catalyst-35973 16 36 as as SCONJ catalyst-35973 16 37 opposed oppose VERB catalyst-35973 16 38 to to ADP catalyst-35973 16 39 a a DET catalyst-35973 16 40 prosthetic prosthetic NOUN catalyst-35973 16 41 . . PUNCT catalyst-35973 17 1 by by ADP catalyst-35973 17 2 “ " PUNCT catalyst-35973 17 3 we we PRON catalyst-35973 17 4 , , PUNCT catalyst-35973 17 5 ” " PUNCT catalyst-35973 17 6 i i PRON catalyst-35973 17 7 point point VERB catalyst-35973 17 8 to to ADP catalyst-35973 17 9 the the DET catalyst-35973 17 10 position position NOUN catalyst-35973 17 11 of of ADP catalyst-35973 17 12 the the DET catalyst-35973 17 13 self self NOUN catalyst-35973 17 14 - - PUNCT catalyst-35973 17 15 determining determine VERB catalyst-35973 17 16 ( ( PUNCT catalyst-35973 17 17 human human ADJ catalyst-35973 17 18 ) ) PUNCT catalyst-35973 17 19 subject subject NOUN catalyst-35973 17 20 and and CCONJ catalyst-35973 17 21 the the DET catalyst-35973 17 22 legacy legacy NOUN catalyst-35973 17 23 of of ADP catalyst-35973 17 24 inclusions inclusion NOUN catalyst-35973 17 25 and and CCONJ catalyst-35973 17 26 exclusions exclusion NOUN catalyst-35973 17 27 that that PRON catalyst-35973 17 28 have have AUX catalyst-35973 17 29 informed inform VERB catalyst-35973 17 30 that that DET catalyst-35973 17 31 position position NOUN catalyst-35973 17 32 over over ADP catalyst-35973 17 33 time time NOUN catalyst-35973 17 34 . . PUNCT catalyst-35973 17 35     SPACE catalyst-35973 18 1 i i PRON catalyst-35973 18 2 ask ask VERB catalyst-35973 18 3 , , PUNCT catalyst-35973 18 4 in in ADP catalyst-35973 18 5 effect effect NOUN catalyst-35973 18 6 , , PUNCT catalyst-35973 18 7 what what PRON catalyst-35973 18 8 can can AUX catalyst-35973 18 9 ai ai AUX catalyst-35973 18 10 learn learn VERB catalyst-35973 18 11 from from ADP catalyst-35973 18 12 critical critical ADJ catalyst-35973 18 13 theory theory NOUN catalyst-35973 18 14 ? ? PUNCT catalyst-35973 19 1 ( ( PUNCT catalyst-35973 19 2 and and CCONJ catalyst-35973 19 3 reciprocally reciprocally ADV catalyst-35973 19 4 , , PUNCT catalyst-35973 19 5 what what PRON catalyst-35973 19 6 can can AUX catalyst-35973 19 7 critical critical ADJ catalyst-35973 19 8 theory theory NOUN catalyst-35973 19 9 learn learn VERB catalyst-35973 19 10 from from ADP catalyst-35973 19 11 ai ai NOUN catalyst-35973 19 12 ? ? PUNCT catalyst-35973 19 13 ) ) PUNCT catalyst-35973 19 14 in in ADP catalyst-35973 19 15 particular particular ADJ catalyst-35973 19 16 , , PUNCT catalyst-35973 19 17 i i PRON catalyst-35973 19 18 engage engage VERB catalyst-35973 19 19 three three NUM catalyst-35973 19 20 concepts concept NOUN catalyst-35973 19 21 toward toward ADP catalyst-35973 19 22 the the DET catalyst-35973 19 23 thinking thinking NOUN catalyst-35973 19 24 of of ADP catalyst-35973 19 25 a a DET catalyst-35973 19 26 liberatory liberatory ADJ catalyst-35973 19 27 function function NOUN catalyst-35973 19 28 of of ADP catalyst-35973 19 29 ai ai PROPN catalyst-35973 19 30 technology technology NOUN catalyst-35973 19 31 : : PUNCT catalyst-35973 19 32 stefano stefano PROPN catalyst-35973 19 33 harney harney PROPN catalyst-35973 19 34 and and CCONJ catalyst-35973 19 35 fred fred PROPN catalyst-35973 19 36 moten moten PROPN catalyst-35973 19 37 ’s ’s PART catalyst-35973 19 38 ( ( PUNCT catalyst-35973 19 39 2013 2013 NUM catalyst-35973 19 40 ) ) PUNCT catalyst-35973 19 41 black black ADJ catalyst-35973 19 42 studies study NOUN catalyst-35973 19 43 figuration figuration NOUN catalyst-35973 19 44 of of ADP catalyst-35973 19 45 the the DET catalyst-35973 19 46 surround surround NOUN catalyst-35973 19 47 , , PUNCT catalyst-35973 19 48 luciana luciana PROPN catalyst-35973 19 49 parisi parisi PROPN catalyst-35973 19 50 ’s ’s PART catalyst-35973 19 51 ( ( PUNCT catalyst-35973 19 52 2019 2019 NUM catalyst-35973 19 53 ) ) PUNCT catalyst-35973 19 54 techno techno NOUN catalyst-35973 19 55 - - PUNCT catalyst-35973 19 56 philosophic philosophic ADJ catalyst-35973 19 57 alien alien ADJ catalyst-35973 19 58 intelligence intelligence NOUN catalyst-35973 19 59 , , PUNCT catalyst-35973 19 60 and and CCONJ catalyst-35973 19 61 karen karen PROPN catalyst-35973 19 62 barad barad PROPN catalyst-35973 19 63 ’s ’s PART catalyst-35973 19 64 ( ( PUNCT catalyst-35973 19 65 2003 2003 NUM catalyst-35973 19 66 ) ) PUNCT catalyst-35973 19 67 atomic atomic ADJ catalyst-35973 19 68 intra intra NOUN catalyst-35973 19 69 - - NOUN catalyst-35973 19 70 actions action NOUN catalyst-35973 19 71 . . PUNCT catalyst-35973 20 1 the the DET catalyst-35973 20 2 catalyst catalyst NOUN catalyst-35973 20 3 for for ADP catalyst-35973 20 4 bringing bring VERB catalyst-35973 20 5 together together ADV catalyst-35973 20 6 black black ADJ catalyst-35973 20 7 studies study NOUN catalyst-35973 20 8 , , PUNCT catalyst-35973 20 9 philosophy philosophy NOUN catalyst-35973 20 10 of of ADP catalyst-35973 20 11 technology technology NOUN catalyst-35973 20 12 , , PUNCT catalyst-35973 20 13 and and CCONJ catalyst-35973 20 14 feminist feminist ADJ catalyst-35973 20 15 technoscience technoscience NOUN catalyst-35973 20 16 , , PUNCT catalyst-35973 20 17 respectively respectively ADV catalyst-35973 20 18 , , PUNCT catalyst-35973 20 19 is be AUX catalyst-35973 20 20 to to PART catalyst-35973 20 21 reframe reframe VERB catalyst-35973 20 22 artificial artificial ADJ catalyst-35973 20 23 intelligence intelligence NOUN catalyst-35973 20 24 from from ADP catalyst-35973 20 25 a a DET catalyst-35973 20 26 technology technology NOUN catalyst-35973 20 27 of of ADP catalyst-35973 20 28 oppression oppression NOUN catalyst-35973 20 29 that that PRON catalyst-35973 20 30 surrounds surround VERB catalyst-35973 20 31 in in ADP catalyst-35973 20 32 its its PRON catalyst-35973 20 33 global global ADJ catalyst-35973 20 34 impact impact NOUN catalyst-35973 20 35 toward toward ADP catalyst-35973 20 36 a a DET catalyst-35973 20 37 potentially potentially ADV catalyst-35973 20 38 liberatory liberatory ADJ catalyst-35973 20 39 technology technology NOUN catalyst-35973 20 40 that that PRON catalyst-35973 20 41 is be AUX catalyst-35973 20 42 not not PART catalyst-35973 20 43 bound bind VERB catalyst-35973 20 44 to to ADP catalyst-35973 20 45 a a DET catalyst-35973 20 46 replication replication NOUN catalyst-35973 20 47 of of ADP catalyst-35973 20 48 the the DET catalyst-35973 20 49 past past NOUN catalyst-35973 20 50 . . PUNCT catalyst-35973 21 1 to to ADP catalyst-35973 21 2 this this DET catalyst-35973 21 3 end end NOUN catalyst-35973 21 4 , , PUNCT catalyst-35973 21 5 i i PRON catalyst-35973 21 6 formulate formulate VERB catalyst-35973 21 7 ai ai VERB catalyst-35973 21 8 — — PUNCT catalyst-35973 21 9 in in ADP catalyst-35973 21 10 its its PRON catalyst-35973 21 11 ubiquity ubiquity NOUN catalyst-35973 21 12 and and CCONJ catalyst-35973 21 13 degrees degree NOUN catalyst-35973 21 14 of of ADP catalyst-35973 21 15 autonomy autonomy NOUN catalyst-35973 21 16 — — PUNCT catalyst-35973 21 17 as as ADP catalyst-35973 21 18 a a DET catalyst-35973 21 19 technology technology NOUN catalyst-35973 21 20 of of ADP catalyst-35973 21 21 the the DET catalyst-35973 21 22 surround surround NOUN catalyst-35973 21 23 . . PUNCT catalyst-35973 22 1 the the DET catalyst-35973 22 2 defining define VERB catalyst-35973 22 3 features feature NOUN catalyst-35973 22 4 of of ADP catalyst-35973 22 5 a a DET catalyst-35973 22 6 technology technology NOUN catalyst-35973 22 7 of of ADP catalyst-35973 22 8 the the DET catalyst-35973 22 9 surround surround NOUN catalyst-35973 22 10 are be AUX catalyst-35973 22 11 ungovernability ungovernability NOUN catalyst-35973 22 12 and and CCONJ catalyst-35973 22 13 difficulty difficulty NOUN catalyst-35973 22 14 of of ADP catalyst-35973 22 15 defining define VERB catalyst-35973 22 16 borders border NOUN catalyst-35973 22 17 . . PUNCT catalyst-35973 22 18     SPACE catalyst-35973 23 1 in in ADP catalyst-35973 23 2 recognizing recognize VERB catalyst-35973 23 3 these these DET catalyst-35973 23 4 attributes attribute NOUN catalyst-35973 23 5 , , PUNCT catalyst-35973 23 6 one one NUM catalyst-35973 23 7 of of ADP catalyst-35973 23 8 the the DET catalyst-35973 23 9 complexities complexity NOUN catalyst-35973 23 10 of of ADP catalyst-35973 23 11 an an DET catalyst-35973 23 12 ai ai NOUN catalyst-35973 23 13 ethics ethic NOUN catalyst-35973 23 14 rests rest VERB catalyst-35973 23 15 with with ADP catalyst-35973 23 16 the the DET catalyst-35973 23 17 dual dual ADJ catalyst-35973 23 18 challenge challenge NOUN catalyst-35973 23 19 of of ADP catalyst-35973 23 20 the the DET catalyst-35973 23 21 “ " PUNCT catalyst-35973 23 22 black black ADJ catalyst-35973 23 23 box box NOUN catalyst-35973 23 24 ” " PUNCT catalyst-35973 23 25 design design NOUN catalyst-35973 23 26 of of ADP catalyst-35973 23 27 machine machine NOUN catalyst-35973 23 28 learning learning NOUN catalyst-35973 23 29 and and CCONJ catalyst-35973 23 30 ubiquity ubiquity NOUN catalyst-35973 23 31 of of ADP catalyst-35973 23 32 its its PRON catalyst-35973 23 33 application application NOUN catalyst-35973 23 34 : : PUNCT catalyst-35973 23 35 there there PRON catalyst-35973 23 36 are be VERB catalyst-35973 23 37 no no DET catalyst-35973 23 38 clear clear ADJ catalyst-35973 23 39 boundaries boundary NOUN catalyst-35973 23 40 . . PUNCT catalyst-35973 24 1 in in ADP catalyst-35973 24 2 a a DET catalyst-35973 24 3 black black ADJ catalyst-35973 24 4 box box NOUN catalyst-35973 24 5 system system NOUN catalyst-35973 24 6 , , PUNCT catalyst-35973 24 7 inputs input NOUN catalyst-35973 24 8 and and CCONJ catalyst-35973 24 9 outputs output NOUN catalyst-35973 24 10 are be AUX catalyst-35973 24 11 legible legible ADJ catalyst-35973 24 12 , , PUNCT catalyst-35973 24 13 but but CCONJ catalyst-35973 24 14 the the DET catalyst-35973 24 15 internal internal ADJ catalyst-35973 24 16 function function NOUN catalyst-35973 24 17 of of ADP catalyst-35973 24 18 the the DET catalyst-35973 24 19 system system NOUN catalyst-35973 24 20 remains remain VERB catalyst-35973 24 21 opaque opaque ADJ catalyst-35973 24 22 or or CCONJ catalyst-35973 24 23 “ " PUNCT catalyst-35973 24 24 black black ADJ catalyst-35973 24 25 . . PUNCT catalyst-35973 24 26 ” " PUNCT catalyst-35973 25 1 with with ADP catalyst-35973 25 2 the the DET catalyst-35973 25 3 ubiquitous ubiquitous ADJ catalyst-35973 25 4 application application NOUN catalyst-35973 25 5 of of ADP catalyst-35973 25 6 ai ai PROPN catalyst-35973 25 7 technology technology NOUN catalyst-35973 25 8 , , PUNCT catalyst-35973 25 9 the the DET catalyst-35973 25 10 subject subject NOUN catalyst-35973 25 11 is be AUX catalyst-35973 25 12 not not PART catalyst-35973 25 13 in in ADP catalyst-35973 25 14 communication communication NOUN catalyst-35973 25 15 with with ADP catalyst-35973 25 16 technology technology NOUN catalyst-35973 25 17 ( ( PUNCT catalyst-35973 25 18 a a DET catalyst-35973 25 19 historical historical ADJ catalyst-35973 25 20 model model NOUN catalyst-35973 25 21 of of ADP catalyst-35973 25 22 human human ADJ catalyst-35973 25 23 - - PUNCT catalyst-35973 25 24 computer computer NOUN catalyst-35973 25 25 interaction interaction NOUN catalyst-35973 25 26 ) ) PUNCT catalyst-35973 25 27 but but CCONJ catalyst-35973 25 28 the the DET catalyst-35973 25 29 object object NOUN catalyst-35973 25 30 of of ADP catalyst-35973 25 31 machine machine NOUN catalyst-35973 25 32 - - PUNCT catalyst-35973 25 33 to to ADP catalyst-35973 25 34 - - PUNCT catalyst-35973 25 35 machine machine NOUN catalyst-35973 25 36 decision decision NOUN catalyst-35973 25 37 making making NOUN catalyst-35973 25 38 . . PUNCT catalyst-35973 26 1 one one PRON catalyst-35973 26 2 might might AUX catalyst-35973 26 3 say say VERB catalyst-35973 26 4 no no PRON catalyst-35973 26 5 to to ADP catalyst-35973 26 6 specific specific ADJ catalyst-35973 26 7 instantiations instantiation NOUN catalyst-35973 26 8 , , PUNCT catalyst-35973 26 9 such such ADJ catalyst-35973 26 10 as as ADP catalyst-35973 26 11 ai ai NOUN catalyst-35973 26 12 - - PUNCT catalyst-35973 26 13 powered powered ADJ catalyst-35973 26 14 “ " PUNCT catalyst-35973 26 15 killer killer NOUN catalyst-35973 26 16 robots”—the robots”—the PROPN catalyst-35973 26 17 us us PROPN catalyst-35973 26 18 department department PROPN catalyst-35973 26 19 of of ADP catalyst-35973 26 20 defense defense PROPN catalyst-35973 26 21 ’s ’s PART catalyst-35973 26 22 pilot pilot NOUN catalyst-35973 26 23 project project NOUN catalyst-35973 26 24 for for ADP catalyst-35973 26 25 a a DET catalyst-35973 26 26 drone drone NOUN catalyst-35973 26 27 - - PUNCT catalyst-35973 26 28 warfare warfare NOUN catalyst-35973 26 29 cloud cloud NOUN catalyst-35973 26 30 - - PUNCT catalyst-35973 26 31 processing process VERB catalyst-35973 26 32 system system NOUN catalyst-35973 26 33 under under ADP catalyst-35973 26 34 contract contract NOUN catalyst-35973 26 35 with with ADP catalyst-35973 26 36 google google PROPN catalyst-35973 26 37 ( ( PUNCT catalyst-35973 26 38 campaign campaign NOUN catalyst-35973 26 39 to to PART catalyst-35973 26 40 stop stop VERB catalyst-35973 26 41 killer killer NOUN catalyst-35973 26 42 robots robot NOUN catalyst-35973 26 43 , , PUNCT catalyst-35973 26 44 n.d n.d PROPN catalyst-35973 26 45 . . PROPN catalyst-35973 26 46 ; ; PUNCT catalyst-35973 26 47 nolan nolan PROPN catalyst-35973 26 48 2020 2020 NUM catalyst-35973 26 49 ) ) PUNCT catalyst-35973 26 50 . . PUNCT catalyst-35973 27 1 and and CCONJ catalyst-35973 27 2 yet yet ADV catalyst-35973 27 3 , , PUNCT catalyst-35973 27 4 the the DET catalyst-35973 27 5 overflow overflow NOUN catalyst-35973 27 6 , , PUNCT catalyst-35973 27 7 the the DET catalyst-35973 27 8 interrelations interrelation NOUN catalyst-35973 27 9 of of ADP catalyst-35973 27 10 contracts contract NOUN catalyst-35973 27 11 , , PUNCT catalyst-35973 27 12 permission permission NOUN catalyst-35973 27 13 , , PUNCT catalyst-35973 27 14 obfuscation obfuscation NOUN catalyst-35973 27 15 , , PUNCT catalyst-35973 27 16 and and CCONJ catalyst-35973 27 17 a a DET catalyst-35973 27 18 civic civic ADJ catalyst-35973 27 19 not not PART catalyst-35973 27 20 - - PUNCT catalyst-35973 27 21 knowing know VERB catalyst-35973 27 22 often often ADV catalyst-35973 27 23 render render VERB catalyst-35973 27 24 the the DET catalyst-35973 27 25 ethical ethical ADJ catalyst-35973 27 26 local local NOUN catalyst-35973 27 27 at at ADP catalyst-35973 27 28 best good ADJ catalyst-35973 27 29 . . PUNCT catalyst-35973 28 1 i i PRON catalyst-35973 28 2 put put VERB catalyst-35973 28 3 the the DET catalyst-35973 28 4 conceptual conceptual ADJ catalyst-35973 28 5 frame frame NOUN catalyst-35973 28 6 of of ADP catalyst-35973 28 7 technology technology NOUN catalyst-35973 28 8 of of ADP catalyst-35973 28 9 the the DET catalyst-35973 28 10 surround surround NOUN catalyst-35973 28 11 in in ADP catalyst-35973 28 12 play play NOUN catalyst-35973 28 13 in in ADP catalyst-35973 28 14 relation relation NOUN catalyst-35973 28 15 to to ADP catalyst-35973 28 16 a a DET catalyst-35973 28 17 discussion discussion NOUN catalyst-35973 28 18 of of ADP catalyst-35973 28 19 two two NUM catalyst-35973 28 20 paradigms paradigm NOUN catalyst-35973 28 21 of of ADP catalyst-35973 28 22 machine machine NOUN catalyst-35973 28 23 learning learning NOUN catalyst-35973 28 24 ( ( PUNCT catalyst-35973 28 25 ml ml ADV catalyst-35973 28 26 ): ): PUNCT catalyst-35973 28 27 supervised supervised ADJ catalyst-35973 28 28 and and CCONJ catalyst-35973 28 29 unsupervised unsupervised ADJ catalyst-35973 28 30 learning learning NOUN catalyst-35973 28 31 . . PUNCT catalyst-35973 29 1 my my PRON catalyst-35973 29 2 purpose purpose NOUN catalyst-35973 29 3 is be AUX catalyst-35973 29 4 to to PART catalyst-35973 29 5 investigate investigate VERB catalyst-35973 29 6 ai ai NOUN catalyst-35973 29 7 practices practice NOUN catalyst-35973 29 8 that that PRON catalyst-35973 29 9 might might AUX catalyst-35973 29 10 move move VERB catalyst-35973 29 11 beyond beyond ADP catalyst-35973 29 12 the the DET catalyst-35973 29 13 reproduction reproduction NOUN catalyst-35973 29 14 of of ADP catalyst-35973 29 15 a a DET catalyst-35973 29 16 biopolitics biopolitic NOUN catalyst-35973 29 17 of of ADP catalyst-35973 29 18 classification classification NOUN catalyst-35973 29 19 . . PUNCT catalyst-35973 30 1 biopolitics biopolitic NOUN catalyst-35973 30 2 ( ( PUNCT catalyst-35973 30 3 with with ADP catalyst-35973 30 4 biopower biopower NOUN catalyst-35973 30 5 ) ) PUNCT catalyst-35973 30 6 is be AUX catalyst-35973 30 7 a a DET catalyst-35973 30 8 concept concept NOUN catalyst-35973 30 9 that that PRON catalyst-35973 30 10 has have AUX catalyst-35973 30 11 been be AUX catalyst-35973 30 12 developed develop VERB catalyst-35973 30 13 primarily primarily ADV catalyst-35973 30 14 from from ADP catalyst-35973 30 15 michel michel PROPN catalyst-35973 30 16 foucault foucault PROPN catalyst-35973 30 17 ’s ’s PART catalyst-35973 30 18 ( ( PUNCT catalyst-35973 30 19 1978 1978 NUM catalyst-35973 30 20 ) ) PUNCT catalyst-35973 30 21 conceptualization conceptualization NOUN catalyst-35973 30 22 of of ADP catalyst-35973 30 23 “ " PUNCT catalyst-35973 30 24 technologies technology NOUN catalyst-35973 30 25 of of ADP catalyst-35973 30 26 power power NOUN catalyst-35973 30 27 ” " PUNCT catalyst-35973 30 28 or or CCONJ catalyst-35973 30 29 control control NOUN catalyst-35973 30 30 apparatus apparatus NOUN catalyst-35973 30 31 that that PRON catalyst-35973 30 32 enacts enact VERB catalyst-35973 30 33 at at ADP catalyst-35973 30 34 a a DET catalyst-35973 30 35 societal societal ADJ catalyst-35973 30 36 level level NOUN catalyst-35973 30 37 the the DET catalyst-35973 30 38 sorting sorting NOUN catalyst-35973 30 39 and and CCONJ catalyst-35973 30 40 managing managing NOUN catalyst-35973 30 41 of of ADP catalyst-35973 30 42 populations population NOUN catalyst-35973 30 43 . . PUNCT catalyst-35973 31 1 in in ADP catalyst-35973 31 2 this this DET catalyst-35973 31 3 sense sense NOUN catalyst-35973 31 4 , , PUNCT catalyst-35973 31 5 predictive predictive ADJ catalyst-35973 31 6 ai ai NOUN catalyst-35973 31 7 carries carry VERB catalyst-35973 31 8 on on ADP catalyst-35973 31 9 this this DET catalyst-35973 31 10 legacy legacy NOUN catalyst-35973 31 11 of of ADP catalyst-35973 31 12 ordering ordering NOUN catalyst-35973 31 13 as as ADP catalyst-35973 31 14 an an DET catalyst-35973 31 15 extension extension NOUN catalyst-35973 31 16 of of ADP catalyst-35973 31 17 societal societal ADJ catalyst-35973 31 18 discipline discipline NOUN catalyst-35973 31 19 and and CCONJ catalyst-35973 31 20 control control NOUN catalyst-35973 31 21 . . PUNCT catalyst-35973 32 1 in in ADP catalyst-35973 32 2 regard regard NOUN catalyst-35973 32 3 to to ADP catalyst-35973 32 4 ai ai VERB catalyst-35973 32 5 , , PUNCT catalyst-35973 32 6 i i PRON catalyst-35973 32 7 summarize summarize VERB catalyst-35973 32 8 my my PRON catalyst-35973 32 9 argument argument NOUN catalyst-35973 32 10 in in ADP catalyst-35973 32 11 the the DET catalyst-35973 32 12 following following ADJ catalyst-35973 32 13 statements statement NOUN catalyst-35973 32 14 : : PUNCT catalyst-35973 32 15     SPACE catalyst-35973 32 16 thesis thesis NOUN catalyst-35973 32 17 a a PRON catalyst-35973 32 18 : : PUNCT catalyst-35973 32 19 supervised supervised ADJ catalyst-35973 32 20 learning learning NOUN catalyst-35973 32 21 in in ADP catalyst-35973 32 22 ai ai ADJ catalyst-35973 32 23 reproduces reproduce NOUN catalyst-35973 32 24 the the DET catalyst-35973 32 25 society society NOUN catalyst-35973 32 26 it it PRON catalyst-35973 32 27 mirrors mirror VERB catalyst-35973 32 28 , , PUNCT catalyst-35973 32 29 which which PRON catalyst-35973 32 30 is be AUX catalyst-35973 32 31 often often ADV catalyst-35973 32 32 in in ADP catalyst-35973 32 33 the the DET catalyst-35973 32 34 form form NOUN catalyst-35973 32 35 of of ADP catalyst-35973 32 36 a a DET catalyst-35973 32 37 system system NOUN catalyst-35973 32 38 of of ADP catalyst-35973 32 39 eugenics eugenic NOUN catalyst-35973 32 40 or or CCONJ catalyst-35973 32 41 homophily homophily ADV catalyst-35973 32 42 : : PUNCT catalyst-35973 32 43 these these PRON catalyst-35973 32 44 are be AUX catalyst-35973 32 45 practices practice NOUN catalyst-35973 32 46 of of ADP catalyst-35973 32 47 sorting sort VERB catalyst-35973 32 48 and and CCONJ catalyst-35973 32 49 prioritizing prioritizing NOUN catalyst-35973 32 50 inherited inherit VERB catalyst-35973 32 51 from from ADP catalyst-35973 32 52 pre pre ADJ catalyst-35973 32 53 - - ADJ catalyst-35973 32 54 computational computational ADJ catalyst-35973 32 55 sciences science NOUN catalyst-35973 32 56 and and CCONJ catalyst-35973 32 57 reflected reflect VERB catalyst-35973 32 58 in in ADP catalyst-35973 32 59 social social ADJ catalyst-35973 32 60 and and CCONJ catalyst-35973 32 61 political political ADJ catalyst-35973 32 62 standards standard NOUN catalyst-35973 32 63 ( ( PUNCT catalyst-35973 32 64 bowker bowker NOUN catalyst-35973 32 65 and and CCONJ catalyst-35973 32 66 star star NOUN catalyst-35973 32 67 2000 2000 NUM catalyst-35973 32 68 ) ) PUNCT catalyst-35973 32 69 . . PUNCT catalyst-35973 33 1 it it PRON catalyst-35973 33 2 is be AUX catalyst-35973 33 3 a a DET catalyst-35973 33 4 practice practice NOUN catalyst-35973 33 5 of of ADP catalyst-35973 33 6 classification classification NOUN catalyst-35973 33 7 and and CCONJ catalyst-35973 33 8 the the DET catalyst-35973 33 9 indexing indexing NOUN catalyst-35973 33 10 of of ADP catalyst-35973 33 11 features feature NOUN catalyst-35973 33 12 that that PRON catalyst-35973 33 13 has have VERB catalyst-35973 33 14 its its PRON catalyst-35973 33 15 origin origin NOUN catalyst-35973 33 16 in in ADP catalyst-35973 33 17 the the DET catalyst-35973 33 18 “ " PUNCT catalyst-35973 33 19 science science NOUN catalyst-35973 33 20 ” " PUNCT catalyst-35973 33 21 of of ADP catalyst-35973 33 22 eugenics eugenic NOUN catalyst-35973 33 23 ( ( PUNCT catalyst-35973 33 24 fisher fisher PROPN catalyst-35973 33 25 1936 1936 NUM catalyst-35973 33 26 ) ) PUNCT catalyst-35973 33 27 . . PUNCT catalyst-35973 34 1 functionally functionally ADV catalyst-35973 34 2 , , PUNCT catalyst-35973 34 3 labeled label VERB catalyst-35973 34 4 data datum NOUN catalyst-35973 34 5 is be AUX catalyst-35973 34 6 used use VERB catalyst-35973 34 7 to to PART catalyst-35973 34 8 train train VERB catalyst-35973 34 9 a a DET catalyst-35973 34 10 ml ml NOUN catalyst-35973 34 11 system system NOUN catalyst-35973 34 12 . . PUNCT catalyst-35973 35 1 ontologically ontologically ADV catalyst-35973 35 2 , , PUNCT catalyst-35973 35 3 supervised supervised ADJ catalyst-35973 35 4 learning learning NOUN catalyst-35973 35 5 represents represent VERB catalyst-35973 35 6 the the DET catalyst-35973 35 7 automated automate VERB catalyst-35973 35 8 reproduction reproduction NOUN catalyst-35973 35 9 of of ADP catalyst-35973 35 10 a a DET catalyst-35973 35 11 categorical categorical ADJ catalyst-35973 35 12 imperative imperative NOUN catalyst-35973 35 13 , , PUNCT catalyst-35973 35 14 wherein wherein SCONJ catalyst-35973 35 15 the the DET catalyst-35973 35 16 conditional conditional NOUN catalyst-35973 35 17 for for ADP catalyst-35973 35 18 all all DET catalyst-35973 35 19 agents agent NOUN catalyst-35973 35 20 is be AUX catalyst-35973 35 21 that that PRON catalyst-35973 35 22 of of ADP catalyst-35973 35 23 belonging belong VERB catalyst-35973 35 24 to to ADP catalyst-35973 35 25 one one NUM catalyst-35973 35 26 category category NOUN catalyst-35973 35 27 and and CCONJ catalyst-35973 35 28 not not PART catalyst-35973 35 29 another another PRON catalyst-35973 35 30 . . PUNCT catalyst-35973 36 1 in in ADP catalyst-35973 36 2 this this DET catalyst-35973 36 3 sense sense NOUN catalyst-35973 36 4 , , PUNCT catalyst-35973 36 5 subject subject ADJ catalyst-35973 36 6 and and CCONJ catalyst-35973 36 7 object object NOUN catalyst-35973 36 8 are be AUX catalyst-35973 36 9 distinct distinct ADJ catalyst-35973 36 10 in in ADP catalyst-35973 36 11 ontology ontology NOUN catalyst-35973 36 12 , , PUNCT catalyst-35973 36 13 semiology semiology NOUN catalyst-35973 36 14 , , PUNCT catalyst-35973 36 15 and and CCONJ catalyst-35973 36 16 practice practice NOUN catalyst-35973 36 17 . . PUNCT catalyst-35973 37 1 this this PRON catalyst-35973 37 2 is be AUX catalyst-35973 37 3 a a DET catalyst-35973 37 4 fundamentally fundamentally ADV catalyst-35973 37 5 binary binary ADJ catalyst-35973 37 6 logic logic NOUN catalyst-35973 37 7 that that PRON catalyst-35973 37 8 takes take VERB catalyst-35973 37 9 sorting sort VERB catalyst-35973 37 10 as as ADP catalyst-35973 37 11 an an DET catalyst-35973 37 12 a a NOUN catalyst-35973 37 13 priori priori NOUN catalyst-35973 37 14 — — PUNCT catalyst-35973 37 15 as as ADP catalyst-35973 37 16 the the DET catalyst-35973 37 17 precondition precondition NOUN catalyst-35973 37 18 for for ADP catalyst-35973 37 19 a a DET catalyst-35973 37 20 thing thing NOUN catalyst-35973 37 21 or or CCONJ catalyst-35973 37 22 a a DET catalyst-35973 37 23 state state NOUN catalyst-35973 37 24 . . PUNCT catalyst-35973 37 25     SPACE catalyst-35973 38 1 thesis thesis NOUN catalyst-35973 38 2 b b NOUN catalyst-35973 38 3 : : PUNCT catalyst-35973 38 4 unsupervised unsupervised ADJ catalyst-35973 38 5 learning learning NOUN catalyst-35973 38 6 in in ADP catalyst-35973 38 7 ai ai PROPN catalyst-35973 38 8 simulates simulate NOUN catalyst-35973 38 9 a a DET catalyst-35973 38 10 monadic monadic ADJ catalyst-35973 38 11 environment environment NOUN catalyst-35973 38 12 where where SCONJ catalyst-35973 38 13 an an DET catalyst-35973 38 14 ml ml NOUN catalyst-35973 38 15 system system NOUN catalyst-35973 38 16 encodes encode NOUN catalyst-35973 38 17 and and CCONJ catalyst-35973 38 18 structures structure VERB catalyst-35973 38 19 a a DET catalyst-35973 38 20 set set NOUN catalyst-35973 38 21 of of ADP catalyst-35973 38 22 data datum NOUN catalyst-35973 38 23 relations relation NOUN catalyst-35973 38 24 on on ADP catalyst-35973 38 25 its its PRON catalyst-35973 38 26 own own ADJ catalyst-35973 38 27 . . PUNCT catalyst-35973 39 1 formally formally ADV catalyst-35973 39 2 , , PUNCT catalyst-35973 39 3 data datum NOUN catalyst-35973 39 4 is be AUX catalyst-35973 39 5 left leave VERB catalyst-35973 39 6 unclassified unclassified ADJ catalyst-35973 39 7 and and CCONJ catalyst-35973 39 8 the the DET catalyst-35973 39 9 task task NOUN catalyst-35973 39 10 of of ADP catalyst-35973 39 11 the the DET catalyst-35973 39 12 ml ml NOUN catalyst-35973 39 13 is be AUX catalyst-35973 39 14 to to PART catalyst-35973 39 15 find find VERB catalyst-35973 39 16 relations relation NOUN catalyst-35973 39 17 . . PUNCT catalyst-35973 40 1 functionally functionally ADV catalyst-35973 40 2 , , PUNCT catalyst-35973 40 3 the the DET catalyst-35973 40 4 system system NOUN catalyst-35973 40 5 designers designer NOUN catalyst-35973 40 6 frame frame VERB catalyst-35973 40 7 the the DET catalyst-35973 40 8 unsupervised unsupervised ADJ catalyst-35973 40 9 learning learning NOUN catalyst-35973 40 10 inputs input NOUN catalyst-35973 40 11 and and CCONJ catalyst-35973 40 12 ( ( PUNCT catalyst-35973 40 13 often often ADV catalyst-35973 40 14 ) ) PUNCT catalyst-35973 40 15 assess assess VERB catalyst-35973 40 16 and and CCONJ catalyst-35973 40 17 direct direct ADJ catalyst-35973 40 18 system system NOUN catalyst-35973 40 19 outputs output NOUN catalyst-35973 40 20 ; ; PUNCT catalyst-35973 40 21 but but CCONJ catalyst-35973 40 22 there there PRON catalyst-35973 40 23 are be VERB catalyst-35973 40 24 significant significant ADJ catalyst-35973 40 25 degrees degree NOUN catalyst-35973 40 26 of of ADP catalyst-35973 40 27 autonomy autonomy NOUN catalyst-35973 40 28 and and CCONJ catalyst-35973 40 29 self self NOUN catalyst-35973 40 30 - - PUNCT catalyst-35973 40 31 determination determination NOUN catalyst-35973 40 32 in in ADP catalyst-35973 40 33 an an DET catalyst-35973 40 34 unsupervised unsupervised ADJ catalyst-35973 40 35 learning learning NOUN catalyst-35973 40 36 system system NOUN catalyst-35973 40 37 . . PUNCT catalyst-35973 41 1 ontologically ontologically ADV catalyst-35973 41 2 , , PUNCT catalyst-35973 41 3 unsupervised unsupervised ADJ catalyst-35973 41 4 learning learning NOUN catalyst-35973 41 5 represents represent VERB catalyst-35973 41 6 generative generative ADJ catalyst-35973 41 7 possibility possibility NOUN catalyst-35973 41 8 , , PUNCT catalyst-35973 41 9 signaled signal VERB catalyst-35973 41 10 in in ADP catalyst-35973 41 11 this this DET catalyst-35973 41 12 argument argument NOUN catalyst-35973 41 13 with with ADP catalyst-35973 41 14 the the DET catalyst-35973 41 15 term term NOUN catalyst-35973 41 16 “ " PUNCT catalyst-35973 41 17 wild wild ADJ catalyst-35973 41 18 ” " PUNCT catalyst-35973 41 19 : : PUNCT catalyst-35973 41 20 ai ai VERB catalyst-35973 41 21 is be AUX catalyst-35973 41 22 a a DET catalyst-35973 41 23 system system NOUN catalyst-35973 41 24 of of ADP catalyst-35973 41 25 production production NOUN catalyst-35973 41 26 that that PRON catalyst-35973 41 27 potentially potentially ADV catalyst-35973 41 28 works work VERB catalyst-35973 41 29 in in ADP catalyst-35973 41 30 a a DET catalyst-35973 41 31 logics logic NOUN catalyst-35973 41 32 outside outside ADP catalyst-35973 41 33 inherited inherit VERB catalyst-35973 41 34 expectation expectation NOUN catalyst-35973 41 35 and and CCONJ catalyst-35973 41 36 conditioning conditioning NOUN catalyst-35973 41 37 ( ( PUNCT catalyst-35973 41 38 without without ADP catalyst-35973 41 39 going go VERB catalyst-35973 41 40 so so ADV catalyst-35973 41 41 far far ADV catalyst-35973 41 42 as as SCONJ catalyst-35973 41 43 to to PART catalyst-35973 41 44 claim claim VERB catalyst-35973 41 45 a a DET catalyst-35973 41 46 tabula tabula ADJ catalyst-35973 41 47 rasa rasa PROPN catalyst-35973 41 48 ) ) PUNCT catalyst-35973 41 49 . . PUNCT catalyst-35973 42 1 a a DET catalyst-35973 42 2 ( ( PUNCT catalyst-35973 42 3 potential potential ADJ catalyst-35973 42 4 ) ) PUNCT catalyst-35973 42 5 primary primary ADJ catalyst-35973 42 6 difference difference NOUN catalyst-35973 42 7 of of ADP catalyst-35973 42 8 unsupervised unsupervised ADJ catalyst-35973 42 9 learning learning NOUN catalyst-35973 42 10 is be AUX catalyst-35973 42 11 the the DET catalyst-35973 42 12 destabilizing destabilizing NOUN catalyst-35973 42 13 of of ADP catalyst-35973 42 14 binary binary ADJ catalyst-35973 42 15 process process NOUN catalyst-35973 42 16 and and CCONJ catalyst-35973 42 17 outcome outcome NOUN catalyst-35973 42 18 . . PUNCT catalyst-35973 42 19     SPACE catalyst-35973 43 1 machine machine NOUN catalyst-35973 43 2 learning learning NOUN catalyst-35973 43 3 ( ( PUNCT catalyst-35973 43 4 ml ml NOUN catalyst-35973 43 5 ) ) PUNCT catalyst-35973 43 6 i i PRON catalyst-35973 43 7 address address VERB catalyst-35973 43 8 second second ADJ catalyst-35973 43 9 - - PUNCT catalyst-35973 43 10 generation generation NOUN catalyst-35973 43 11 ai ai NOUN catalyst-35973 43 12 , , PUNCT catalyst-35973 43 13 which which PRON catalyst-35973 43 14 is be AUX catalyst-35973 43 15 primarily primarily ADV catalyst-35973 43 16 characterized characterize VERB catalyst-35973 43 17 by by ADP catalyst-35973 43 18 ml ml NOUN catalyst-35973 43 19 with with ADP catalyst-35973 43 20 the the DET catalyst-35973 43 21 application application NOUN catalyst-35973 43 22 of of ADP catalyst-35973 43 23 neural neural ADJ catalyst-35973 43 24 networks network NOUN catalyst-35973 43 25 . . PUNCT catalyst-35973 44 1 a a DET catalyst-35973 44 2 basic basic ADJ catalyst-35973 44 3 description description NOUN catalyst-35973 44 4 of of ADP catalyst-35973 44 5 a a DET catalyst-35973 44 6 machine machine NOUN catalyst-35973 44 7 learning learn VERB catalyst-35973 44 8 neural neural ADJ catalyst-35973 44 9 network network NOUN catalyst-35973 44 10 is be AUX catalyst-35973 44 11 a a DET catalyst-35973 44 12 computational computational ADJ catalyst-35973 44 13 system system NOUN catalyst-35973 44 14 with with ADP catalyst-35973 44 15 inputs input NOUN catalyst-35973 44 16 , , PUNCT catalyst-35973 44 17 parallel parallel ADJ catalyst-35973 44 18 processing processing NOUN catalyst-35973 44 19 layers layer NOUN catalyst-35973 44 20 that that PRON catalyst-35973 44 21 influence influence VERB catalyst-35973 44 22 each each DET catalyst-35973 44 23 other other ADJ catalyst-35973 44 24 but but CCONJ catalyst-35973 44 25 are be AUX catalyst-35973 44 26 hidden hide VERB catalyst-35973 44 27 ( ( PUNCT catalyst-35973 44 28 in in ADP catalyst-35973 44 29 the the DET catalyst-35973 44 30 sense sense NOUN catalyst-35973 44 31 of of ADP catalyst-35973 44 32 opaque opaque NOUN catalyst-35973 44 33 ) ) PUNCT catalyst-35973 44 34 from from ADP catalyst-35973 44 35 system system NOUN catalyst-35973 44 36 creators creator NOUN catalyst-35973 44 37 , , PUNCT catalyst-35973 44 38 and and CCONJ catalyst-35973 44 39 an an DET catalyst-35973 44 40 output output NOUN catalyst-35973 44 41 layer layer NOUN catalyst-35973 44 42 . . PUNCT catalyst-35973 45 1 the the DET catalyst-35973 45 2 simple simple ADJ catalyst-35973 45 3 processing processing NOUN catalyst-35973 45 4 elements element NOUN catalyst-35973 45 5 of of ADP catalyst-35973 45 6 the the DET catalyst-35973 45 7 layers layer NOUN catalyst-35973 45 8 can can AUX catalyst-35973 45 9 produce produce VERB catalyst-35973 45 10 complex complex ADJ catalyst-35973 45 11 behavior behavior NOUN catalyst-35973 45 12 based base VERB catalyst-35973 45 13 on on ADP catalyst-35973 45 14 the the DET catalyst-35973 45 15 relation relation NOUN catalyst-35973 45 16 between between ADP catalyst-35973 45 17 the the DET catalyst-35973 45 18 processing processing NOUN catalyst-35973 45 19 elements element NOUN catalyst-35973 45 20 and and CCONJ catalyst-35973 45 21 the the DET catalyst-35973 45 22 system system NOUN catalyst-35973 45 23 parameters parameter NOUN catalyst-35973 45 24 . . PUNCT catalyst-35973 46 1 based base VERB catalyst-35973 46 2 on on ADP catalyst-35973 46 3 statistical statistical ADJ catalyst-35973 46 4 analytics analytic NOUN catalyst-35973 46 5 , , PUNCT catalyst-35973 46 6 the the DET catalyst-35973 46 7 dominant dominant ADJ catalyst-35973 46 8 application application NOUN catalyst-35973 46 9 of of ADP catalyst-35973 46 10 ml ml NOUN catalyst-35973 46 11 is be AUX catalyst-35973 46 12 predictive predictive ADJ catalyst-35973 46 13 modeling modeling NOUN catalyst-35973 46 14 . . PUNCT catalyst-35973 47 1 one one NUM catalyst-35973 47 2 of of ADP catalyst-35973 47 3 the the DET catalyst-35973 47 4 key key ADJ catalyst-35973 47 5 aspects aspect NOUN catalyst-35973 47 6 to to ADP catalyst-35973 47 7 the the DET catalyst-35973 47 8 success success NOUN catalyst-35973 47 9 of of ADP catalyst-35973 47 10 modeling modeling NOUN catalyst-35973 47 11 is be AUX catalyst-35973 47 12 access access NOUN catalyst-35973 47 13 to to ADP catalyst-35973 47 14 big big ADJ catalyst-35973 47 15 data datum NOUN catalyst-35973 47 16 for for ADP catalyst-35973 47 17 training training NOUN catalyst-35973 47 18 , , PUNCT catalyst-35973 47 19 testing testing NOUN catalyst-35973 47 20 , , PUNCT catalyst-35973 47 21 and and CCONJ catalyst-35973 47 22 application application NOUN catalyst-35973 47 23 . . PUNCT catalyst-35973 48 1 with with ADP catalyst-35973 48 2 the the DET catalyst-35973 48 3 next next ADJ catalyst-35973 48 4 generation generation NOUN catalyst-35973 48 5 of of ADP catalyst-35973 48 6 “ " PUNCT catalyst-35973 48 7 sciences science NOUN catalyst-35973 48 8 of of ADP catalyst-35973 48 9 the the DET catalyst-35973 48 10 artificial artificial NOUN catalyst-35973 48 11 ” " PUNCT catalyst-35973 48 12 ( ( PUNCT catalyst-35973 48 13 suchman suchman NOUN catalyst-35973 48 14 2008 2008 NUM catalyst-35973 48 15 , , PUNCT catalyst-35973 48 16 141 141 NUM catalyst-35973 48 17 ; ; PUNCT catalyst-35973 48 18 simon simon PROPN catalyst-35973 48 19 1969 1969 NUM catalyst-35973 48 20 ) ) PUNCT catalyst-35973 48 21 , , PUNCT catalyst-35973 48 22 in in ADP catalyst-35973 48 23 addition addition NOUN catalyst-35973 48 24 to to ADP catalyst-35973 48 25 the the DET catalyst-35973 48 26 ai ai PROPN catalyst-35973 48 27 procedures procedure NOUN catalyst-35973 48 28 of of ADP catalyst-35973 48 29 ml ml ADP catalyst-35973 48 30 , , PUNCT catalyst-35973 48 31 one one PRON catalyst-35973 48 32 must must AUX catalyst-35973 48 33 also also ADV catalyst-35973 48 34 attend attend VERB catalyst-35973 48 35 to to ADP catalyst-35973 48 36 the the DET catalyst-35973 48 37 impact impact NOUN catalyst-35973 48 38 of of ADP catalyst-35973 48 39 ai ai NOUN catalyst-35973 48 40 as as ADP catalyst-35973 48 41 part part NOUN catalyst-35973 48 42 of of ADP catalyst-35973 48 43 an an DET catalyst-35973 48 44 ever ever ADV catalyst-35973 48 45 - - PUNCT catalyst-35973 48 46 expanding expand VERB catalyst-35973 48 47 technological technological ADJ catalyst-35973 48 48 array array NOUN catalyst-35973 48 49 . . PUNCT catalyst-35973 49 1 there there PRON catalyst-35973 49 2 is be VERB catalyst-35973 49 3 a a DET catalyst-35973 49 4 pronounced pronounce VERB catalyst-35973 49 5 empirical empirical ADJ catalyst-35973 49 6 aspect aspect NOUN catalyst-35973 49 7 of of ADP catalyst-35973 49 8 the the DET catalyst-35973 49 9 second second ADJ catalyst-35973 49 10 generation generation NOUN catalyst-35973 49 11 of of ADP catalyst-35973 49 12 ai ai NOUN catalyst-35973 49 13 that that PRON catalyst-35973 49 14 enacts enact VERB catalyst-35973 49 15 a a DET catalyst-35973 49 16 surround surround NOUN catalyst-35973 49 17 : : PUNCT catalyst-35973 49 18 data datum NOUN catalyst-35973 49 19 sniffing sniffing NOUN catalyst-35973 49 20 , , PUNCT catalyst-35973 49 21 data datum NOUN catalyst-35973 49 22 extracting extracting NOUN catalyst-35973 49 23 , , PUNCT catalyst-35973 49 24 data datum NOUN catalyst-35973 49 25 automation automation NOUN catalyst-35973 49 26 are be AUX catalyst-35973 49 27 commonplace commonplace ADJ catalyst-35973 49 28 affordances affordance NOUN catalyst-35973 49 29 of of ADP catalyst-35973 49 30 the the DET catalyst-35973 49 31 ubiquitous ubiquitous ADJ catalyst-35973 49 32 computing computing NOUN catalyst-35973 49 33 arrays array NOUN catalyst-35973 49 34 that that PRON catalyst-35973 49 35 annotate annotate VERB catalyst-35973 49 36 the the DET catalyst-35973 49 37 world world NOUN catalyst-35973 49 38 , , PUNCT catalyst-35973 49 39 particularly particularly ADV catalyst-35973 49 40 world world NOUN catalyst-35973 49 41 cities city NOUN catalyst-35973 49 42 ( ( PUNCT catalyst-35973 49 43 coleman coleman PROPN catalyst-35973 49 44 2018 2018 NUM catalyst-35973 49 45 ; ; PUNCT catalyst-35973 49 46 dourish dourish VERB catalyst-35973 49 47 and and CCONJ catalyst-35973 49 48 bell bell NOUN catalyst-35973 49 49 2011 2011 NUM catalyst-35973 49 50 ) ) PUNCT catalyst-35973 49 51 . . PUNCT catalyst-35973 50 1 in in ADP catalyst-35973 50 2 effect effect NOUN catalyst-35973 50 3 , , PUNCT catalyst-35973 50 4 the the DET catalyst-35973 50 5 human human ADJ catalyst-35973 50 6 subject subject NOUN catalyst-35973 50 7 is be AUX catalyst-35973 50 8 surrounded surround VERB catalyst-35973 50 9 by by ADP catalyst-35973 50 10 a a DET catalyst-35973 50 11 swarm swarm NOUN catalyst-35973 50 12 of of ADP catalyst-35973 50 13 ubiquitous ubiquitous ADJ catalyst-35973 50 14 computing computing NOUN catalyst-35973 50 15 . . PUNCT catalyst-35973 51 1 the the DET catalyst-35973 51 2 pervasive pervasive ADJ catalyst-35973 51 3 presence presence NOUN catalyst-35973 51 4 of of ADP catalyst-35973 51 5 sensor sensor NOUN catalyst-35973 51 6 technology technology NOUN catalyst-35973 51 7 ( ( PUNCT catalyst-35973 51 8 internet internet NOUN catalyst-35973 51 9 of of ADP catalyst-35973 51 10 things thing NOUN catalyst-35973 51 11 , , PUNCT catalyst-35973 51 12 array array NOUN catalyst-35973 51 13 of of ADP catalyst-35973 51 14 things thing NOUN catalyst-35973 51 15 , , PUNCT catalyst-35973 51 16 etc etc X catalyst-35973 51 17 . . X catalyst-35973 51 18 ) ) PUNCT catalyst-35973 51 19 relates relate VERB catalyst-35973 51 20 to to PART catalyst-35973 51 21 ai ai AUX catalyst-35973 51 22 processing process VERB catalyst-35973 51 23 in in ADP catalyst-35973 51 24 that that PRON catalyst-35973 51 25 such such ADJ catalyst-35973 51 26 arrays array NOUN catalyst-35973 51 27 feed feed VERB catalyst-35973 51 28 the the DET catalyst-35973 51 29 ravenous ravenous ADJ catalyst-35973 51 30 consumption consumption NOUN catalyst-35973 51 31 of of ADP catalyst-35973 51 32 more more ADJ catalyst-35973 51 33 data datum NOUN catalyst-35973 51 34 to to PART catalyst-35973 51 35 model model VERB catalyst-35973 51 36 the the DET catalyst-35973 51 37 world world NOUN catalyst-35973 51 38 . . PUNCT catalyst-35973 51 39     SPACE catalyst-35973 51 40 model model NOUN catalyst-35973 51 41 1 1 NUM catalyst-35973 51 42 . . PUNCT catalyst-35973 52 1 supervised supervised ADJ catalyst-35973 52 2 learning learning NOUN catalyst-35973 52 3 : : PUNCT catalyst-35973 52 4 finding find VERB catalyst-35973 52 5 the the DET catalyst-35973 52 6 white white ADJ catalyst-35973 52 7 dog dog NOUN catalyst-35973 52 8 in in ADP catalyst-35973 52 9 “ " PUNCT catalyst-35973 52 10 deep deep ADJ catalyst-35973 52 11 learning learning NOUN catalyst-35973 52 12 , , PUNCT catalyst-35973 52 13 ” " PUNCT catalyst-35973 52 14 their their PRON catalyst-35973 52 15 2015 2015 NUM catalyst-35973 52 16 article article NOUN catalyst-35973 52 17 in in ADP catalyst-35973 52 18 nature nature NOUN catalyst-35973 52 19 , , PUNCT catalyst-35973 52 20 yann yann PROPN catalyst-35973 52 21 lecun lecun PROPN catalyst-35973 52 22 , , PUNCT catalyst-35973 52 23 yoshua yoshua PROPN catalyst-35973 52 24 bengio bengio PROPN catalyst-35973 52 25 , , PUNCT catalyst-35973 52 26 and and CCONJ catalyst-35973 52 27 geoffrey geoffrey PROPN catalyst-35973 52 28 hinton hinton PROPN catalyst-35973 52 29 , , PUNCT catalyst-35973 52 30 widely widely ADV catalyst-35973 52 31 understood understand VERB catalyst-35973 52 32 as as ADP catalyst-35973 52 33 the the DET catalyst-35973 52 34 progenitors progenitor NOUN catalyst-35973 52 35 of of ADP catalyst-35973 52 36 the the DET catalyst-35973 52 37 neural neural ADJ catalyst-35973 52 38 net net ADJ catalyst-35973 52 39 era era NOUN catalyst-35973 52 40 of of ADP catalyst-35973 52 41 ai ai NOUN catalyst-35973 52 42 , , PUNCT catalyst-35973 52 43 describe describe VERB catalyst-35973 52 44 the the DET catalyst-35973 52 45 process process NOUN catalyst-35973 52 46 by by ADP catalyst-35973 52 47 which which PRON catalyst-35973 52 48 machines machine NOUN catalyst-35973 52 49 learn learn VERB catalyst-35973 52 50 : : PUNCT catalyst-35973 52 51     SPACE catalyst-35973 52 52 the the DET catalyst-35973 52 53 most most ADV catalyst-35973 52 54 common common ADJ catalyst-35973 52 55 form form NOUN catalyst-35973 52 56 of of ADP catalyst-35973 52 57 machine machine NOUN catalyst-35973 52 58 learning learning NOUN catalyst-35973 52 59 , , PUNCT catalyst-35973 52 60 deep deep ADJ catalyst-35973 52 61 or or CCONJ catalyst-35973 52 62 not not PART catalyst-35973 52 63 , , PUNCT catalyst-35973 52 64 is be AUX catalyst-35973 52 65 supervised supervise VERB catalyst-35973 52 66 learning learning NOUN catalyst-35973 52 67 . . PUNCT catalyst-35973 53 1 imagine imagine VERB catalyst-35973 53 2 that that SCONJ catalyst-35973 53 3 we we PRON catalyst-35973 53 4 want want VERB catalyst-35973 53 5 to to PART catalyst-35973 53 6 build build VERB catalyst-35973 53 7 a a DET catalyst-35973 53 8 system system NOUN catalyst-35973 53 9 that that PRON catalyst-35973 53 10 can can AUX catalyst-35973 53 11 classify classify VERB catalyst-35973 53 12 images image NOUN catalyst-35973 53 13 as as ADP catalyst-35973 53 14 containing contain VERB catalyst-35973 53 15 , , PUNCT catalyst-35973 53 16 say say INTJ catalyst-35973 53 17 , , PUNCT catalyst-35973 53 18 a a DET catalyst-35973 53 19 house house NOUN catalyst-35973 53 20 , , PUNCT catalyst-35973 53 21 a a DET catalyst-35973 53 22 car car NOUN catalyst-35973 53 23 , , PUNCT catalyst-35973 53 24 a a DET catalyst-35973 53 25 person person NOUN catalyst-35973 53 26 or or CCONJ catalyst-35973 53 27 a a DET catalyst-35973 53 28 pet pet NOUN catalyst-35973 53 29 . . PUNCT catalyst-35973 54 1 we we PRON catalyst-35973 54 2 first first ADV catalyst-35973 54 3 collect collect VERB catalyst-35973 54 4 a a DET catalyst-35973 54 5 large large ADJ catalyst-35973 54 6 data datum NOUN catalyst-35973 54 7 set set VERB catalyst-35973 54 8 of of ADP catalyst-35973 54 9 images image NOUN catalyst-35973 54 10 of of ADP catalyst-35973 54 11 houses house NOUN catalyst-35973 54 12 , , PUNCT catalyst-35973 54 13 cars car NOUN catalyst-35973 54 14 , , PUNCT catalyst-35973 54 15 people people NOUN catalyst-35973 54 16 and and CCONJ catalyst-35973 54 17 pets pet NOUN catalyst-35973 54 18 , , PUNCT catalyst-35973 54 19 each each PRON catalyst-35973 54 20 labelled label VERB catalyst-35973 54 21 with with ADP catalyst-35973 54 22 its its PRON catalyst-35973 54 23 category category NOUN catalyst-35973 54 24 . . PUNCT catalyst-35973 55 1 during during ADP catalyst-35973 55 2 training training NOUN catalyst-35973 55 3 , , PUNCT catalyst-35973 55 4 the the DET catalyst-35973 55 5 machine machine NOUN catalyst-35973 55 6 is be AUX catalyst-35973 55 7 shown show VERB catalyst-35973 55 8 an an DET catalyst-35973 55 9 image image NOUN catalyst-35973 55 10 and and CCONJ catalyst-35973 55 11 produces produce VERB catalyst-35973 55 12 an an DET catalyst-35973 55 13 output output NOUN catalyst-35973 55 14 in in ADP catalyst-35973 55 15 the the DET catalyst-35973 55 16 form form NOUN catalyst-35973 55 17 of of ADP catalyst-35973 55 18 a a DET catalyst-35973 55 19 vector vector NOUN catalyst-35973 55 20 of of ADP catalyst-35973 55 21 scores score NOUN catalyst-35973 55 22 , , PUNCT catalyst-35973 55 23 one one NUM catalyst-35973 55 24 for for ADP catalyst-35973 55 25 each each DET catalyst-35973 55 26 category category NOUN catalyst-35973 55 27 . . PUNCT catalyst-35973 56 1 we we PRON catalyst-35973 56 2 want want VERB catalyst-35973 56 3 the the DET catalyst-35973 56 4 desired desire VERB catalyst-35973 56 5 category category NOUN catalyst-35973 56 6 to to PART catalyst-35973 56 7 have have VERB catalyst-35973 56 8 the the DET catalyst-35973 56 9 highest high ADJ catalyst-35973 56 10 score score NOUN catalyst-35973 56 11 of of ADP catalyst-35973 56 12 all all DET catalyst-35973 56 13 categories category NOUN catalyst-35973 56 14 , , PUNCT catalyst-35973 56 15 but but CCONJ catalyst-35973 56 16 this this PRON catalyst-35973 56 17 is be AUX catalyst-35973 56 18 unlikely unlikely ADJ catalyst-35973 56 19 to to PART catalyst-35973 56 20 happen happen VERB catalyst-35973 56 21 before before ADP catalyst-35973 56 22 training training NOUN catalyst-35973 56 23 . . PUNCT catalyst-35973 57 1 we we PRON catalyst-35973 57 2 compute compute VERB catalyst-35973 57 3 an an DET catalyst-35973 57 4 objective objective ADJ catalyst-35973 57 5 function function NOUN catalyst-35973 57 6 that that PRON catalyst-35973 57 7 measures measure VERB catalyst-35973 57 8 the the DET catalyst-35973 57 9 error error NOUN catalyst-35973 57 10 ( ( PUNCT catalyst-35973 57 11 or or CCONJ catalyst-35973 57 12 distance distance NOUN catalyst-35973 57 13 ) ) PUNCT catalyst-35973 57 14 between between ADP catalyst-35973 57 15 the the DET catalyst-35973 57 16 output output NOUN catalyst-35973 57 17 scores score NOUN catalyst-35973 57 18 and and CCONJ catalyst-35973 57 19 the the DET catalyst-35973 57 20 desired desire VERB catalyst-35973 57 21 pattern pattern NOUN catalyst-35973 57 22 of of ADP catalyst-35973 57 23 scores score NOUN catalyst-35973 57 24 . . PUNCT catalyst-35973 58 1 the the DET catalyst-35973 58 2 machine machine NOUN catalyst-35973 58 3 then then ADV catalyst-35973 58 4 modifies modify VERB catalyst-35973 58 5 its its PRON catalyst-35973 58 6 internal internal ADJ catalyst-35973 58 7 adjustable adjustable ADJ catalyst-35973 58 8 parameters parameter NOUN catalyst-35973 58 9 to to PART catalyst-35973 58 10 reduce reduce VERB catalyst-35973 58 11 this this DET catalyst-35973 58 12 error error NOUN catalyst-35973 58 13 . . PUNCT catalyst-35973 59 1 these these DET catalyst-35973 59 2 adjustable adjustable ADJ catalyst-35973 59 3 parameters parameter NOUN catalyst-35973 59 4 , , PUNCT catalyst-35973 59 5 often often ADV catalyst-35973 59 6 called call VERB catalyst-35973 59 7 weights weight NOUN catalyst-35973 59 8 , , PUNCT catalyst-35973 59 9 are be AUX catalyst-35973 59 10 real real ADJ catalyst-35973 59 11 numbers number NOUN catalyst-35973 59 12 that that PRON catalyst-35973 59 13 can can AUX catalyst-35973 59 14 be be AUX catalyst-35973 59 15 seen see VERB catalyst-35973 59 16 as as ADP catalyst-35973 59 17 “ " PUNCT catalyst-35973 59 18 knobs knob NOUN catalyst-35973 59 19 ” " PUNCT catalyst-35973 59 20 that that PRON catalyst-35973 59 21 define define VERB catalyst-35973 59 22 the the DET catalyst-35973 59 23 input input NOUN catalyst-35973 59 24 – – PUNCT catalyst-35973 59 25 output output NOUN catalyst-35973 59 26 function function NOUN catalyst-35973 59 27 of of ADP catalyst-35973 59 28 the the DET catalyst-35973 59 29 machine machine NOUN catalyst-35973 59 30 . . PUNCT catalyst-35973 60 1 in in ADP catalyst-35973 60 2 a a DET catalyst-35973 60 3 typical typical ADJ catalyst-35973 60 4 deep deep ADJ catalyst-35973 60 5 - - PUNCT catalyst-35973 60 6 learning learn VERB catalyst-35973 60 7 system system NOUN catalyst-35973 60 8 , , PUNCT catalyst-35973 60 9 there there PRON catalyst-35973 60 10 may may AUX catalyst-35973 60 11 be be AUX catalyst-35973 60 12 hundreds hundred NOUN catalyst-35973 60 13 of of ADP catalyst-35973 60 14 millions million NOUN catalyst-35973 60 15 of of ADP catalyst-35973 60 16 these these DET catalyst-35973 60 17 adjustable adjustable ADJ catalyst-35973 60 18 weights weight NOUN catalyst-35973 60 19 , , PUNCT catalyst-35973 60 20 and and CCONJ catalyst-35973 60 21 hundreds hundred NOUN catalyst-35973 60 22 of of ADP catalyst-35973 60 23 millions million NOUN catalyst-35973 60 24 of of ADP catalyst-35973 60 25 labelled label VERB catalyst-35973 60 26 examples example NOUN catalyst-35973 60 27 with with ADP catalyst-35973 60 28 which which PRON catalyst-35973 60 29 to to PART catalyst-35973 60 30 train train VERB catalyst-35973 60 31 the the DET catalyst-35973 60 32 machine machine NOUN catalyst-35973 60 33 . . PUNCT catalyst-35973 61 1 ( ( PUNCT catalyst-35973 61 2 lecun lecun ADJ catalyst-35973 61 3 , , PUNCT catalyst-35973 61 4 bengio bengio NOUN catalyst-35973 61 5 , , PUNCT catalyst-35973 61 6 and and CCONJ catalyst-35973 61 7 hinton hinton PROPN catalyst-35973 61 8 2015 2015 NUM catalyst-35973 61 9 , , PUNCT catalyst-35973 61 10 436 436 NUM catalyst-35973 61 11 ) ) PUNCT catalyst-35973 61 12     SPACE catalyst-35973 61 13 what what PRON catalyst-35973 61 14 they they PRON catalyst-35973 61 15 outline outline VERB catalyst-35973 61 16 is be AUX catalyst-35973 61 17 a a DET catalyst-35973 61 18 procedure procedure NOUN catalyst-35973 61 19 that that PRON catalyst-35973 61 20 is be AUX catalyst-35973 61 21 deeply deeply ADV catalyst-35973 61 22 complex complex ADJ catalyst-35973 61 23 in in ADP catalyst-35973 61 24 computational computational ADJ catalyst-35973 61 25 parallel parallel ADJ catalyst-35973 61 26 processing processing NOUN catalyst-35973 61 27 ( ( PUNCT catalyst-35973 61 28 “ " PUNCT catalyst-35973 61 29 hundreds hundred NOUN catalyst-35973 61 30 of of ADP catalyst-35973 61 31 millions million NOUN catalyst-35973 61 32 of of ADP catalyst-35973 61 33 these these DET catalyst-35973 61 34 adjustable adjustable ADJ catalyst-35973 61 35 weights weight NOUN catalyst-35973 61 36 ” " PUNCT catalyst-35973 61 37 ) ) PUNCT catalyst-35973 61 38 and and CCONJ catalyst-35973 61 39 reliant reliant ADJ catalyst-35973 61 40 on on ADP catalyst-35973 61 41 large large ADJ catalyst-35973 61 42 sets set NOUN catalyst-35973 61 43 of of ADP catalyst-35973 61 44 codified codify VERB catalyst-35973 61 45 data datum NOUN catalyst-35973 61 46 ( ( PUNCT catalyst-35973 61 47 “ " PUNCT catalyst-35973 61 48 hundreds hundred NOUN catalyst-35973 61 49 of of ADP catalyst-35973 61 50 millions million NOUN catalyst-35973 61 51 of of ADP catalyst-35973 61 52 labelled label VERB catalyst-35973 61 53 examples example NOUN catalyst-35973 61 54 ” " PUNCT catalyst-35973 61 55 ) ) PUNCT catalyst-35973 61 56 to to PART catalyst-35973 61 57 produce produce VERB catalyst-35973 61 58 the the DET catalyst-35973 61 59 desired desire VERB catalyst-35973 61 60 pattern pattern NOUN catalyst-35973 61 61 of of ADP catalyst-35973 61 62 scores score NOUN catalyst-35973 61 63 . . PUNCT catalyst-35973 62 1 in in ADP catalyst-35973 62 2 the the DET catalyst-35973 62 3 example example NOUN catalyst-35973 62 4 they they PRON catalyst-35973 62 5 give give VERB catalyst-35973 62 6 of of ADP catalyst-35973 62 7 an an DET catalyst-35973 62 8 image image NOUN catalyst-35973 62 9 recognition recognition NOUN catalyst-35973 62 10 system system NOUN catalyst-35973 62 11 , , PUNCT catalyst-35973 62 12 they they PRON catalyst-35973 62 13 train train VERB catalyst-35973 62 14 the the DET catalyst-35973 62 15 machine machine NOUN catalyst-35973 62 16 to to PART catalyst-35973 62 17 disambiguate disambiguate VERB catalyst-35973 62 18 samoyeds samoyed NOUN catalyst-35973 62 19 ( ( PUNCT catalyst-35973 62 20 large large ADJ catalyst-35973 62 21 fluffy fluffy ADJ catalyst-35973 62 22 white white ADJ catalyst-35973 62 23 dogs dog NOUN catalyst-35973 62 24 ) ) PUNCT catalyst-35973 62 25 from from ADP catalyst-35973 62 26 other other ADJ catalyst-35973 62 27 animals animal NOUN catalyst-35973 62 28 such such ADJ catalyst-35973 62 29 as as ADP catalyst-35973 62 30 white white ADJ catalyst-35973 62 31 wolves wolf NOUN catalyst-35973 62 32 . . PUNCT catalyst-35973 63 1 the the DET catalyst-35973 63 2 work work NOUN catalyst-35973 63 3 of of ADP catalyst-35973 63 4 training training NOUN catalyst-35973 63 5 in in ADP catalyst-35973 63 6 supervised supervised ADJ catalyst-35973 63 7 learning learning NOUN catalyst-35973 63 8 is be AUX catalyst-35973 63 9 the the DET catalyst-35973 63 10 classification classification NOUN catalyst-35973 63 11 of of ADP catalyst-35973 63 12 data datum NOUN catalyst-35973 63 13 ( ( PUNCT catalyst-35973 63 14 in in ADP catalyst-35973 63 15 this this DET catalyst-35973 63 16 case case NOUN catalyst-35973 63 17 images image NOUN catalyst-35973 63 18 ) ) PUNCT catalyst-35973 63 19 based base VERB catalyst-35973 63 20 on on ADP catalyst-35973 63 21 features feature NOUN catalyst-35973 63 22 , , PUNCT catalyst-35973 63 23 or or CCONJ catalyst-35973 63 24 a a DET catalyst-35973 63 25 set set NOUN catalyst-35973 63 26 of of ADP catalyst-35973 63 27 quantifiable quantifiable ADJ catalyst-35973 63 28 properties property NOUN catalyst-35973 63 29 ( ( PUNCT catalyst-35973 63 30 alpaydin alpaydin NOUN catalyst-35973 63 31 2010 2010 NUM catalyst-35973 63 32 ) ) PUNCT catalyst-35973 63 33 , , PUNCT catalyst-35973 63 34 such such ADJ catalyst-35973 63 35 as as ADP catalyst-35973 63 36 “ " PUNCT catalyst-35973 63 37 white white ADJ catalyst-35973 63 38 ” " PUNCT catalyst-35973 63 39 and and CCONJ catalyst-35973 63 40 “ " PUNCT catalyst-35973 63 41 dog dog NOUN catalyst-35973 63 42 , , PUNCT catalyst-35973 63 43 ” " PUNCT catalyst-35973 63 44 which which PRON catalyst-35973 63 45 must must AUX catalyst-35973 63 46 be be AUX catalyst-35973 63 47 seen see VERB catalyst-35973 63 48 in in ADP catalyst-35973 63 49 the the DET catalyst-35973 63 50 feature feature NOUN catalyst-35973 63 51 set set VERB catalyst-35973 63 52 as as ADP catalyst-35973 63 53 distinct distinct ADJ catalyst-35973 63 54 from from ADP catalyst-35973 63 55 “ " PUNCT catalyst-35973 63 56 white white ADJ catalyst-35973 63 57 ” " PUNCT catalyst-35973 63 58 and and CCONJ catalyst-35973 63 59 “ " PUNCT catalyst-35973 63 60 wolf wolf PROPN catalyst-35973 63 61 ” " PUNCT catalyst-35973 63 62 ( ( PUNCT catalyst-35973 63 63 lecun lecun ADJ catalyst-35973 63 64 , , PUNCT catalyst-35973 63 65 bengio bengio NOUN catalyst-35973 63 66 , , PUNCT catalyst-35973 63 67 and and CCONJ catalyst-35973 63 68 hinton hinton PROPN catalyst-35973 63 69 2015 2015 NUM catalyst-35973 63 70 ) ) PUNCT catalyst-35973 63 71 . . PUNCT catalyst-35973 64 1 the the DET catalyst-35973 64 2 algorithmic algorithmic ADJ catalyst-35973 64 3 implementation implementation NOUN catalyst-35973 64 4 of of ADP catalyst-35973 64 5 sorting sorting NOUN catalyst-35973 64 6 is be AUX catalyst-35973 64 7 called call VERB catalyst-35973 64 8 a a DET catalyst-35973 64 9 classifier classifier NOUN catalyst-35973 64 10 , , PUNCT catalyst-35973 64 11 which which PRON catalyst-35973 64 12 maps map VERB catalyst-35973 64 13 input input NOUN catalyst-35973 64 14 data datum NOUN catalyst-35973 64 15 to to ADP catalyst-35973 64 16 a a DET catalyst-35973 64 17 category category NOUN catalyst-35973 64 18 ( ( PUNCT catalyst-35973 64 19 alpaydin alpaydin NOUN catalyst-35973 64 20 2010 2010 NUM catalyst-35973 64 21 ) ) PUNCT catalyst-35973 64 22 . . PUNCT catalyst-35973 65 1 once once SCONJ catalyst-35973 65 2 the the DET catalyst-35973 65 3 distance distance NOUN catalyst-35973 65 4 between between ADP catalyst-35973 65 5 the the DET catalyst-35973 65 6 classification classification NOUN catalyst-35973 65 7 output output NOUN catalyst-35973 65 8 scores score NOUN catalyst-35973 65 9 and and CCONJ catalyst-35973 65 10 desired desire VERB catalyst-35973 65 11 pattern pattern NOUN catalyst-35973 65 12 of of ADP catalyst-35973 65 13 scores score NOUN catalyst-35973 65 14 are be AUX catalyst-35973 65 15 reconciled reconcile VERB catalyst-35973 65 16 , , PUNCT catalyst-35973 65 17 then then ADV catalyst-35973 65 18 the the DET catalyst-35973 65 19 system system NOUN catalyst-35973 65 20 has have AUX catalyst-35973 65 21 been be AUX catalyst-35973 65 22 sufficiently sufficiently ADV catalyst-35973 65 23 trained train VERB catalyst-35973 65 24 to to PART catalyst-35973 65 25 engage engage VERB catalyst-35973 65 26 with with ADP catalyst-35973 65 27 data datum NOUN catalyst-35973 65 28 “ " PUNCT catalyst-35973 65 29 in in ADP catalyst-35973 65 30 the the DET catalyst-35973 65 31 wild”—unlabeled wild”—unlabele VERB catalyst-35973 65 32 images image NOUN catalyst-35973 65 33 that that PRON catalyst-35973 65 34 the the DET catalyst-35973 65 35 ai ai NOUN catalyst-35973 65 36 must must AUX catalyst-35973 65 37 identify identify VERB catalyst-35973 65 38 based base VERB catalyst-35973 65 39 on on ADP catalyst-35973 65 40 its its PRON catalyst-35973 65 41 training training NOUN catalyst-35973 65 42 . . PUNCT catalyst-35973 66 1 i i PRON catalyst-35973 66 2 highlight highlight VERB catalyst-35973 66 3 in in ADP catalyst-35973 66 4 this this DET catalyst-35973 66 5 example example NOUN catalyst-35973 66 6 the the DET catalyst-35973 66 7 normative normative ADJ catalyst-35973 66 8 procedure procedure NOUN catalyst-35973 66 9 of of ADP catalyst-35973 66 10 supervised supervised ADJ catalyst-35973 66 11 learning learning NOUN catalyst-35973 66 12 to to PART catalyst-35973 66 13 train train VERB catalyst-35973 66 14 an an DET catalyst-35973 66 15 ai ai NOUN catalyst-35973 66 16 system system NOUN catalyst-35973 66 17 toward toward ADP catalyst-35973 66 18 its its PRON catalyst-35973 66 19 application application NOUN catalyst-35973 66 20 “ " PUNCT catalyst-35973 66 21 in in ADP catalyst-35973 66 22 the the DET catalyst-35973 66 23 wild wild NOUN catalyst-35973 66 24 . . PUNCT catalyst-35973 66 25 ” " PUNCT catalyst-35973 67 1 the the DET catalyst-35973 67 2 world world NOUN catalyst-35973 67 3 is be AUX catalyst-35973 67 4 reduced reduce VERB catalyst-35973 67 5 to to ADP catalyst-35973 67 6 a a DET catalyst-35973 67 7 particular particular ADJ catalyst-35973 67 8 algorithmic algorithmic ADJ catalyst-35973 67 9 lens lens NOUN catalyst-35973 67 10 that that PRON catalyst-35973 67 11 determines determine VERB catalyst-35973 67 12 how how SCONJ catalyst-35973 67 13 to to PART catalyst-35973 67 14 see see VERB catalyst-35973 67 15 the the DET catalyst-35973 67 16 world world NOUN catalyst-35973 67 17 . . PUNCT catalyst-35973 67 18     SPACE catalyst-35973 68 1 it it PRON catalyst-35973 68 2 would would AUX catalyst-35973 68 3 be be AUX catalyst-35973 68 4 an an DET catalyst-35973 68 5 error error NOUN catalyst-35973 68 6 not not PART catalyst-35973 68 7 to to PART catalyst-35973 68 8 recognize recognize VERB catalyst-35973 68 9 the the DET catalyst-35973 68 10 intricacy intricacy NOUN catalyst-35973 68 11 of of ADP catalyst-35973 68 12 functions function NOUN catalyst-35973 68 13 in in ADP catalyst-35973 68 14 relation relation NOUN catalyst-35973 68 15 to to ADP catalyst-35973 68 16 the the DET catalyst-35973 68 17 granularity granularity NOUN catalyst-35973 68 18 of of ADP catalyst-35973 68 19 images image NOUN catalyst-35973 68 20 — — PUNCT catalyst-35973 68 21 at at ADP catalyst-35973 68 22 the the DET catalyst-35973 68 23 level level NOUN catalyst-35973 68 24 of of ADP catalyst-35973 68 25 pixel pixel NOUN catalyst-35973 68 26 — — PUNCT catalyst-35973 68 27 that that SCONJ catalyst-35973 68 28 the the DET catalyst-35973 68 29 system system NOUN catalyst-35973 68 30 produces produce VERB catalyst-35973 68 31 . . PUNCT catalyst-35973 69 1 as as ADP catalyst-35973 69 2 lecun lecun PROPN catalyst-35973 69 3 et et PROPN catalyst-35973 69 4 al al PROPN catalyst-35973 69 5 . . PROPN catalyst-35973 69 6 write write PROPN catalyst-35973 69 7 , , PUNCT catalyst-35973 69 8 “ " PUNCT catalyst-35973 69 9 its its PRON catalyst-35973 69 10 inputs input NOUN catalyst-35973 69 11 … … PUNCT catalyst-35973 69 12 are be AUX catalyst-35973 69 13 simultaneously simultaneously ADV catalyst-35973 69 14 sensitive sensitive ADJ catalyst-35973 69 15 to to PART catalyst-35973 69 16 minute minute VERB catalyst-35973 69 17 details detail NOUN catalyst-35973 69 18 distinguishing distinguish VERB catalyst-35973 69 19 samoyeds samoyed NOUN catalyst-35973 69 20 from from ADP catalyst-35973 69 21 white white ADJ catalyst-35973 69 22 wolves wolf NOUN catalyst-35973 69 23 — — PUNCT catalyst-35973 69 24 and and CCONJ catalyst-35973 69 25 insensitive insensitive ADJ catalyst-35973 69 26 to to ADP catalyst-35973 69 27 large large ADJ catalyst-35973 69 28 irrelevant irrelevant ADJ catalyst-35973 69 29 variations variation NOUN catalyst-35973 69 30 such such ADJ catalyst-35973 69 31 as as ADP catalyst-35973 69 32 the the DET catalyst-35973 69 33 background background NOUN catalyst-35973 69 34 , , PUNCT catalyst-35973 69 35 pose pose VERB catalyst-35973 69 36 , , PUNCT catalyst-35973 69 37 lighting lighting NOUN catalyst-35973 69 38 and and CCONJ catalyst-35973 69 39 surrounding surround VERB catalyst-35973 69 40 objects object NOUN catalyst-35973 69 41 ” " PUNCT catalyst-35973 69 42 ( ( PUNCT catalyst-35973 69 43 2015 2015 NUM catalyst-35973 69 44 , , PUNCT catalyst-35973 69 45 438 438 NUM catalyst-35973 69 46 ) ) PUNCT catalyst-35973 69 47 . . PUNCT catalyst-35973 70 1 there there PRON catalyst-35973 70 2 is be VERB catalyst-35973 70 3 not not PART catalyst-35973 70 4 a a DET catalyst-35973 70 5 theory theory NOUN catalyst-35973 70 6 of of ADP catalyst-35973 70 7 mind mind NOUN catalyst-35973 70 8 at at ADP catalyst-35973 70 9 work work NOUN catalyst-35973 70 10 in in ADP catalyst-35973 70 11 this this DET catalyst-35973 70 12 condition condition NOUN catalyst-35973 70 13 that that PRON catalyst-35973 70 14 attempts attempt VERB catalyst-35973 70 15 to to PART catalyst-35973 70 16 simulate simulate VERB catalyst-35973 70 17 ( ( PUNCT catalyst-35973 70 18 human human NOUN catalyst-35973 70 19 ) ) PUNCT catalyst-35973 70 20 thinking thinking NOUN catalyst-35973 70 21 ; ; PUNCT catalyst-35973 70 22 rather rather ADV catalyst-35973 70 23 , , PUNCT catalyst-35973 70 24 there there PRON catalyst-35973 70 25 is be VERB catalyst-35973 70 26 a a DET catalyst-35973 70 27 model model NOUN catalyst-35973 70 28 of of ADP catalyst-35973 70 29 reproduction reproduction NOUN catalyst-35973 70 30 ( ( PUNCT catalyst-35973 70 31 coded code VERB catalyst-35973 70 32 as as ADP catalyst-35973 70 33 probability probability NOUN catalyst-35973 70 34 ) ) PUNCT catalyst-35973 70 35 . . PUNCT catalyst-35973 71 1 the the DET catalyst-35973 71 2 precondition precondition NOUN catalyst-35973 71 3 is be AUX catalyst-35973 71 4 quantities quantity NOUN catalyst-35973 71 5 of of ADP catalyst-35973 71 6 data datum NOUN catalyst-35973 71 7 that that PRON catalyst-35973 71 8 direct direct ADJ catalyst-35973 71 9 learning learning NOUN catalyst-35973 71 10 toward toward ADP catalyst-35973 71 11 a a DET catalyst-35973 71 12 predetermined predetermine VERB catalyst-35973 71 13 desired desire VERB catalyst-35973 71 14 pattern pattern NOUN catalyst-35973 71 15 : : PUNCT catalyst-35973 71 16 finding find VERB catalyst-35973 71 17 the the DET catalyst-35973 71 18 white white ADJ catalyst-35973 71 19 dog dog NOUN catalyst-35973 71 20 among among ADP catalyst-35973 71 21 images image NOUN catalyst-35973 71 22 of of ADP catalyst-35973 71 23 other other ADJ catalyst-35973 71 24 white white ADJ catalyst-35973 71 25 canines canine NOUN catalyst-35973 71 26 . . PUNCT catalyst-35973 72 1 there there PRON catalyst-35973 72 2 is be VERB catalyst-35973 72 3 no no DET catalyst-35973 72 4 world world NOUN catalyst-35973 72 5 view view NOUN catalyst-35973 72 6 of of ADP catalyst-35973 72 7 dogs dog NOUN catalyst-35973 72 8 and and CCONJ catalyst-35973 72 9 their their PRON catalyst-35973 72 10 habitats habitat NOUN catalyst-35973 72 11 versus versus ADP catalyst-35973 72 12 wolves wolf NOUN catalyst-35973 72 13 . . PUNCT catalyst-35973 73 1 nor nor CCONJ catalyst-35973 73 2 is be AUX catalyst-35973 73 3 there there PRON catalyst-35973 73 4 an an DET catalyst-35973 73 5 artificial artificial ADJ catalyst-35973 73 6 intelligence intelligence NOUN catalyst-35973 73 7 animating animate VERB catalyst-35973 73 8 insights insight NOUN catalyst-35973 73 9 manifested manifest VERB catalyst-35973 73 10 as as ADP catalyst-35973 73 11 a a DET catalyst-35973 73 12 notable notable ADJ catalyst-35973 73 13 disruption disruption NOUN catalyst-35973 73 14 to to ADP catalyst-35973 73 15 patterns pattern NOUN catalyst-35973 73 16 of of ADP catalyst-35973 73 17 identification identification NOUN catalyst-35973 73 18 . . PUNCT catalyst-35973 74 1 if if SCONJ catalyst-35973 74 2 the the DET catalyst-35973 74 3 ai ai NOUN catalyst-35973 74 4 is be AUX catalyst-35973 74 5 working work VERB catalyst-35973 74 6 effectively effectively ADV catalyst-35973 74 7 , , PUNCT catalyst-35973 74 8 it it PRON catalyst-35973 74 9 will will AUX catalyst-35973 74 10 reproduce reproduce VERB catalyst-35973 74 11 the the DET catalyst-35973 74 12 “ " PUNCT catalyst-35973 74 13 correct correct ADJ catalyst-35973 74 14 ” " PUNCT catalyst-35973 74 15 category category NOUN catalyst-35973 74 16 distinction distinction NOUN catalyst-35973 74 17 : : PUNCT catalyst-35973 74 18 dogs dog NOUN catalyst-35973 74 19 are be AUX catalyst-35973 74 20 dogs dog NOUN catalyst-35973 74 21 and and CCONJ catalyst-35973 74 22 wolves wolf NOUN catalyst-35973 74 23 are be AUX catalyst-35973 74 24 not not PART catalyst-35973 74 25 . . PUNCT catalyst-35973 75 1 there there PRON catalyst-35973 75 2 is be VERB catalyst-35973 75 3 only only ADV catalyst-35973 75 4 the the DET catalyst-35973 75 5 automation automation NOUN catalyst-35973 75 6 of of ADP catalyst-35973 75 7 sorting sort VERB catalyst-35973 75 8 ( ( PUNCT catalyst-35973 75 9 executing execute VERB catalyst-35973 75 10 decision decision NOUN catalyst-35973 75 11 threshold threshold NOUN catalyst-35973 75 12 ) ) PUNCT catalyst-35973 75 13 across across ADP catalyst-35973 75 14 a a DET catalyst-35973 75 15 series series NOUN catalyst-35973 75 16 of of ADP catalyst-35973 75 17 binaries binary NOUN catalyst-35973 75 18 or or CCONJ catalyst-35973 75 19 “ " PUNCT catalyst-35973 75 20 weights weight NOUN catalyst-35973 75 21 ” " PUNCT catalyst-35973 75 22 toward toward ADP catalyst-35973 75 23 a a DET catalyst-35973 75 24 correct correct ADJ catalyst-35973 75 25 output output NOUN catalyst-35973 75 26 . . PUNCT catalyst-35973 76 1 a a DET catalyst-35973 76 2 value value NOUN catalyst-35973 76 3 above above ADP catalyst-35973 76 4 the the DET catalyst-35973 76 5 threshold threshold NOUN catalyst-35973 76 6 indicates indicate VERB catalyst-35973 76 7 “ " PUNCT catalyst-35973 76 8 dog dog NOUN catalyst-35973 76 9 ” " PUNCT catalyst-35973 76 10 and and CCONJ catalyst-35973 76 11 below below ADP catalyst-35973 76 12 that that PRON catalyst-35973 76 13 “ " PUNCT catalyst-35973 76 14 not not PART catalyst-35973 76 15 dog dog NOUN catalyst-35973 76 16 . . PUNCT catalyst-35973 76 17 ” " PUNCT catalyst-35973 77 1 it it PRON catalyst-35973 77 2 is be AUX catalyst-35973 77 3 a a DET catalyst-35973 77 4 powerful powerful ADJ catalyst-35973 77 5 system system NOUN catalyst-35973 77 6 for for ADP catalyst-35973 77 7 moving move VERB catalyst-35973 77 8 quickly quickly ADV catalyst-35973 77 9 , , PUNCT catalyst-35973 77 10 or or CCONJ catalyst-35973 77 11 optimizing optimize VERB catalyst-35973 77 12 , , PUNCT catalyst-35973 77 13 things thing NOUN catalyst-35973 77 14 that that PRON catalyst-35973 77 15 need need VERB catalyst-35973 77 16 sorting sorting NOUN catalyst-35973 77 17 , , PUNCT catalyst-35973 77 18 such such ADJ catalyst-35973 77 19 as as ADP catalyst-35973 77 20 who who PRON catalyst-35973 77 21 gets get VERB catalyst-35973 77 22 a a DET catalyst-35973 77 23 loan loan NOUN catalyst-35973 77 24 , , PUNCT catalyst-35973 77 25 or or CCONJ catalyst-35973 77 26 an an DET catalyst-35973 77 27 ad ad NOUN catalyst-35973 77 28 , , PUNCT catalyst-35973 77 29 or or CCONJ catalyst-35973 77 30 an an DET catalyst-35973 77 31 interview interview NOUN catalyst-35973 77 32 , , PUNCT catalyst-35973 77 33 and and CCONJ catalyst-35973 77 34 so so ADV catalyst-35973 77 35 on on ADV catalyst-35973 77 36 . . PUNCT catalyst-35973 78 1 there there PRON catalyst-35973 78 2 is be VERB catalyst-35973 78 3 nothing nothing PRON catalyst-35973 78 4 as as ADP catalyst-35973 78 5 such such ADJ catalyst-35973 78 6 that that PRON catalyst-35973 78 7 generates generate VERB catalyst-35973 78 8 new new ADJ catalyst-35973 78 9 patterns pattern NOUN catalyst-35973 78 10 , , PUNCT catalyst-35973 78 11 as as SCONJ catalyst-35973 78 12 the the DET catalyst-35973 78 13 system system NOUN catalyst-35973 78 14 is be AUX catalyst-35973 78 15 designed design VERB catalyst-35973 78 16 to to PART catalyst-35973 78 17 replicate replicate VERB catalyst-35973 78 18 predetermined predetermined ADJ catalyst-35973 78 19 valuations valuation NOUN catalyst-35973 78 20 . . PUNCT catalyst-35973 79 1 might might AUX catalyst-35973 79 2 it it PRON catalyst-35973 79 3 learn learn VERB catalyst-35973 79 4 that that SCONJ catalyst-35973 79 5 wolves wolf NOUN catalyst-35973 79 6 , , PUNCT catalyst-35973 79 7 as as ADP catalyst-35973 79 8 a a DET catalyst-35973 79 9 function function NOUN catalyst-35973 79 10 of of ADP catalyst-35973 79 11 being be AUX catalyst-35973 79 12 “ " PUNCT catalyst-35973 79 13 not not PART catalyst-35973 79 14 dog dog NOUN catalyst-35973 79 15 , , PUNCT catalyst-35973 79 16 ” " PUNCT catalyst-35973 79 17 are be AUX catalyst-35973 79 18 wild wild ADJ catalyst-35973 79 19 ? ? PUNCT catalyst-35973 80 1 certainly certainly ADV catalyst-35973 80 2 not not PART catalyst-35973 80 3 , , PUNCT catalyst-35973 80 4 as as SCONJ catalyst-35973 80 5 what what PRON catalyst-35973 80 6 a a DET catalyst-35973 80 7 wolf wolf NOUN catalyst-35973 80 8 might might AUX catalyst-35973 80 9 be be AUX catalyst-35973 80 10 can can AUX catalyst-35973 80 11 only only ADV catalyst-35973 80 12 be be AUX catalyst-35973 80 13 framed frame VERB catalyst-35973 80 14 in in ADP catalyst-35973 80 15 this this DET catalyst-35973 80 16 paradigm paradigm NOUN catalyst-35973 80 17 as as ADP catalyst-35973 80 18 a a DET catalyst-35973 80 19 partition partition NOUN catalyst-35973 80 20 of of ADP catalyst-35973 80 21 given give VERB catalyst-35973 80 22 inputs input NOUN catalyst-35973 80 23 in in ADP catalyst-35973 80 24 relation relation NOUN catalyst-35973 80 25 to to ADP catalyst-35973 80 26 defined define VERB catalyst-35973 80 27 algorithmic algorithmic ADJ catalyst-35973 80 28 analysis analysis NOUN catalyst-35973 80 29 . . PUNCT catalyst-35973 81 1 and and CCONJ catalyst-35973 81 2 yet yet ADV catalyst-35973 81 3 , , PUNCT catalyst-35973 81 4 this this DET catalyst-35973 81 5 narrow narrow ADJ catalyst-35973 81 6 framework framework NOUN catalyst-35973 81 7 in in ADP catalyst-35973 81 8 which which PRON catalyst-35973 81 9 meaning meaning NOUN catalyst-35973 81 10 is be AUX catalyst-35973 81 11 constructed construct VERB catalyst-35973 81 12 ( ( PUNCT catalyst-35973 81 13 or or CCONJ catalyst-35973 81 14 perhaps perhaps ADV catalyst-35973 81 15 better well ADV catalyst-35973 81 16 said say VERB catalyst-35973 81 17 , , PUNCT catalyst-35973 81 18 extruded extrude VERB catalyst-35973 81 19 ) ) PUNCT catalyst-35973 81 20 is be AUX catalyst-35973 81 21 the the DET catalyst-35973 81 22 foundation foundation NOUN catalyst-35973 81 23 of of ADP catalyst-35973 81 24 predictive predictive ADJ catalyst-35973 81 25 models model NOUN catalyst-35973 81 26 : : PUNCT catalyst-35973 81 27 in in ADP catalyst-35973 81 28 a a DET catalyst-35973 81 29 massive massive ADJ catalyst-35973 81 30 , , PUNCT catalyst-35973 81 31 complex complex ADJ catalyst-35973 81 32 , , PUNCT catalyst-35973 81 33 and and CCONJ catalyst-35973 81 34 closed closed ADJ catalyst-35973 81 35 system system NOUN catalyst-35973 81 36 it it PRON catalyst-35973 81 37 learns learn VERB catalyst-35973 81 38 to to PART catalyst-35973 81 39 replicate replicate VERB catalyst-35973 81 40 as as ADP catalyst-35973 81 41 the the DET catalyst-35973 81 42 future future NOUN catalyst-35973 81 43 the the DET catalyst-35973 81 44 conditions condition NOUN catalyst-35973 81 45 of of ADP catalyst-35973 81 46 the the DET catalyst-35973 81 47 past past NOUN catalyst-35973 81 48 . . PUNCT catalyst-35973 82 1 this this DET catalyst-35973 82 2 process process NOUN catalyst-35973 82 3 of of ADP catalyst-35973 82 4 training training NOUN catalyst-35973 82 5 does do AUX catalyst-35973 82 6 not not PART catalyst-35973 82 7 always always ADV catalyst-35973 82 8 lead lead VERB catalyst-35973 82 9 to to ADP catalyst-35973 82 10 harmful harmful ADJ catalyst-35973 82 11 bias bias NOUN catalyst-35973 82 12 . . PUNCT catalyst-35973 83 1 but but CCONJ catalyst-35973 83 2 often often ADV catalyst-35973 83 3 it it PRON catalyst-35973 83 4 does do VERB catalyst-35973 83 5 , , PUNCT catalyst-35973 83 6 as as SCONJ catalyst-35973 83 7 the the DET catalyst-35973 83 8 quotidian quotidian ADJ catalyst-35973 83 9 event event NOUN catalyst-35973 83 10 of of ADP catalyst-35973 83 11 ai ai ADJ catalyst-35973 83 12 bias bias NOUN catalyst-35973 83 13 is be AUX catalyst-35973 83 14 most most ADV catalyst-35973 83 15 often often ADV catalyst-35973 83 16 a a DET catalyst-35973 83 17 passive passive ADJ catalyst-35973 83 18 state state NOUN catalyst-35973 83 19 of of ADP catalyst-35973 83 20 reproducing reproduce VERB catalyst-35973 83 21 the the DET catalyst-35973 83 22 status status NOUN catalyst-35973 83 23 quo quo NOUN catalyst-35973 83 24 . . PUNCT catalyst-35973 83 25     SPACE catalyst-35973 84 1 regression regression NOUN catalyst-35973 84 2 and and CCONJ catalyst-35973 84 3 representation representation NOUN catalyst-35973 84 4 are be AUX catalyst-35973 84 5 two two NUM catalyst-35973 84 6 key key ADJ catalyst-35973 84 7 aspects aspect NOUN catalyst-35973 84 8 of of ADP catalyst-35973 84 9 predictive predictive ADJ catalyst-35973 84 10 modeling modeling NOUN catalyst-35973 84 11 . . PUNCT catalyst-35973 85 1 both both DET catalyst-35973 85 2 traits trait NOUN catalyst-35973 85 3 make make VERB catalyst-35973 85 4 functional functional ADJ catalyst-35973 85 5 pattern pattern NOUN catalyst-35973 85 6 recognition recognition NOUN catalyst-35973 85 7 . . PUNCT catalyst-35973 86 1 pattern pattern NOUN catalyst-35973 86 2 recognition recognition NOUN catalyst-35973 86 3 addresses address VERB catalyst-35973 86 4 a a DET catalyst-35973 86 5 statistical statistical ADJ catalyst-35973 86 6 model model NOUN catalyst-35973 86 7 of of ADP catalyst-35973 86 8 prediction prediction NOUN catalyst-35973 86 9 based base VERB catalyst-35973 86 10 on on ADP catalyst-35973 86 11 sorting sorting NOUN catalyst-35973 86 12 of of ADP catalyst-35973 86 13 category category NOUN catalyst-35973 86 14 membership membership NOUN catalyst-35973 86 15 . . PUNCT catalyst-35973 87 1 unambiguous unambiguous ADJ catalyst-35973 87 2 category category NOUN catalyst-35973 87 3 membership membership NOUN catalyst-35973 87 4 has have VERB catalyst-35973 87 5 its its PRON catalyst-35973 87 6 virtues virtue NOUN catalyst-35973 87 7 — — PUNCT catalyst-35973 87 8 for for ADP catalyst-35973 87 9 example example NOUN catalyst-35973 87 10 , , PUNCT catalyst-35973 87 11 when when SCONJ catalyst-35973 87 12 aimed aim VERB catalyst-35973 87 13 at at ADP catalyst-35973 87 14 accurate accurate ADJ catalyst-35973 87 15 and and CCONJ catalyst-35973 87 16 speedy speedy ADJ catalyst-35973 87 17 identification identification NOUN catalyst-35973 87 18 of of ADP catalyst-35973 87 19 pneumonia pneumonia NOUN catalyst-35973 87 20 in in ADP catalyst-35973 87 21 a a DET catalyst-35973 87 22 lung lung NOUN catalyst-35973 87 23 x x NOUN catalyst-35973 87 24 - - NOUN catalyst-35973 87 25 ray ray NOUN catalyst-35973 87 26 ( ( PUNCT catalyst-35973 87 27 adams adams PROPN catalyst-35973 87 28 et et PROPN catalyst-35973 87 29 al al PROPN catalyst-35973 87 30 . . PROPN catalyst-35973 87 31 2020 2020 NUM catalyst-35973 87 32 ) ) PUNCT catalyst-35973 87 33 . . PUNCT catalyst-35973 88 1 but but CCONJ catalyst-35973 88 2 in in ADP catalyst-35973 88 3 other other ADJ catalyst-35973 88 4 contexts contexts NOUN catalyst-35973 88 5 , , PUNCT catalyst-35973 88 6 particularly particularly ADV catalyst-35973 88 7 ones one NOUN catalyst-35973 88 8 steeped steep VERB catalyst-35973 88 9 in in ADP catalyst-35973 88 10 historical historical ADJ catalyst-35973 88 11 exclusions exclusion NOUN catalyst-35973 88 12 and and CCONJ catalyst-35973 88 13 harm harm NOUN catalyst-35973 88 14 , , PUNCT catalyst-35973 88 15 supervised supervised ADJ catalyst-35973 88 16 learning learning NOUN catalyst-35973 88 17 produces produce VERB catalyst-35973 88 18 a a DET catalyst-35973 88 19 deficit deficit NOUN catalyst-35973 88 20 , , PUNCT catalyst-35973 88 21 borrowing borrow VERB catalyst-35973 88 22 from from ADP catalyst-35973 88 23 the the DET catalyst-35973 88 24 past past NOUN catalyst-35973 88 25 to to PART catalyst-35973 88 26 convene convene VERB catalyst-35973 88 27 the the DET catalyst-35973 88 28 future future NOUN catalyst-35973 88 29 . . PUNCT catalyst-35973 89 1 without without ADP catalyst-35973 89 2 the the DET catalyst-35973 89 3 necessity necessity NOUN catalyst-35973 89 4 of of ADP catalyst-35973 89 5 malicious malicious ADJ catalyst-35973 89 6 intent intent NOUN catalyst-35973 89 7 , , PUNCT catalyst-35973 89 8 harmful harmful ADJ catalyst-35973 89 9 bias bias NOUN catalyst-35973 89 10 will will AUX catalyst-35973 89 11 always always ADV catalyst-35973 89 12 haunt haunt VERB catalyst-35973 89 13 such such DET catalyst-35973 89 14 a a DET catalyst-35973 89 15 system system NOUN catalyst-35973 89 16 in in ADP catalyst-35973 89 17 the the DET catalyst-35973 89 18 empirical empirical ADJ catalyst-35973 89 19 patterns pattern NOUN catalyst-35973 89 20 of of ADP catalyst-35973 89 21 “ " PUNCT catalyst-35973 89 22 big big ADJ catalyst-35973 89 23 data datum NOUN catalyst-35973 89 24 ” " PUNCT catalyst-35973 89 25 culture culture NOUN catalyst-35973 89 26 on on ADP catalyst-35973 89 27 which which PRON catalyst-35973 89 28 ai ai VERB catalyst-35973 89 29 relies relie NOUN catalyst-35973 89 30 . . PUNCT catalyst-35973 90 1 if if SCONJ catalyst-35973 90 2 the the DET catalyst-35973 90 3 standard standard ADJ catalyst-35973 90 4 machine machine NOUN catalyst-35973 90 5 vision vision NOUN catalyst-35973 90 6 training training NOUN catalyst-35973 90 7 relies rely VERB catalyst-35973 90 8 on on ADP catalyst-35973 90 9 massive massive ADJ catalyst-35973 90 10 , , PUNCT catalyst-35973 90 11 free free ADJ catalyst-35973 90 12 internet internet NOUN catalyst-35973 90 13 search search NOUN catalyst-35973 90 14 images image NOUN catalyst-35973 90 15 , , PUNCT catalyst-35973 90 16 then then ADV catalyst-35973 90 17 systems system NOUN catalyst-35973 90 18 trained train VERB catalyst-35973 90 19 in in ADP catalyst-35973 90 20 a a DET catalyst-35973 90 21 certain certain ADJ catalyst-35973 90 22 era era NOUN catalyst-35973 90 23 will will AUX catalyst-35973 90 24 have have VERB catalyst-35973 90 25 an an DET catalyst-35973 90 26 over over NOUN catalyst-35973 90 27 - - PUNCT catalyst-35973 90 28 indexing indexing NOUN catalyst-35973 90 29 of of ADP catalyst-35973 90 30 former former ADJ catalyst-35973 90 31 president president PROPN catalyst-35973 90 32 george george PROPN catalyst-35973 90 33 w. w. PROPN catalyst-35973 90 34 bush bush PROPN catalyst-35973 90 35 : : PUNCT catalyst-35973 90 36 based base VERB catalyst-35973 90 37 on on ADP catalyst-35973 90 38 available available ADJ catalyst-35973 90 39 databases database NOUN catalyst-35973 90 40 and and CCONJ catalyst-35973 90 41 system system NOUN catalyst-35973 90 42 designers designer NOUN catalyst-35973 90 43 ’ ' PUNCT catalyst-35973 90 44 lack lack NOUN catalyst-35973 90 45 of of ADP catalyst-35973 90 46 incentive incentive NOUN catalyst-35973 90 47 , , PUNCT catalyst-35973 90 48 a a DET catalyst-35973 90 49 demonstrated demonstrate VERB catalyst-35973 90 50 machine machine NOUN catalyst-35973 90 51 vision vision NOUN catalyst-35973 90 52 status status NOUN catalyst-35973 90 53 quo quo PROPN catalyst-35973 90 54 is be AUX catalyst-35973 90 55 north north ADJ catalyst-35973 90 56 american american ADJ catalyst-35973 90 57 white white ADJ catalyst-35973 90 58 male male PROPN catalyst-35973 90 59 ( ( PUNCT catalyst-35973 90 60 huang huang PROPN catalyst-35973 90 61 et et PROPN catalyst-35973 90 62 al al PROPN catalyst-35973 90 63 . . PROPN catalyst-35973 90 64 2008 2008 NUM catalyst-35973 90 65 ) ) PUNCT catalyst-35973 90 66 . . PUNCT catalyst-35973 91 1 in in ADP catalyst-35973 91 2 that that DET catalyst-35973 91 3 sense sense NOUN catalyst-35973 91 4 , , PUNCT catalyst-35973 91 5 one one NUM catalyst-35973 91 6 witnesses witness VERB catalyst-35973 91 7 the the DET catalyst-35973 91 8 literal literal ADJ catalyst-35973 91 9 invisibility invisibility NOUN catalyst-35973 91 10 of of ADP catalyst-35973 91 11 black black ADJ catalyst-35973 91 12 bodies body NOUN catalyst-35973 91 13 in in ADP catalyst-35973 91 14 global global ADJ catalyst-35973 91 15 north north PROPN catalyst-35973 91 16 machine machine NOUN catalyst-35973 91 17 vision vision NOUN catalyst-35973 91 18 systems system NOUN catalyst-35973 91 19 to to PART catalyst-35973 91 20 which which PRON catalyst-35973 91 21 joy joy NOUN catalyst-35973 91 22 buolamwini buolamwini NOUN catalyst-35973 91 23 and and CCONJ catalyst-35973 91 24 timnit timnit NOUN catalyst-35973 91 25 gebru gebru NOUN catalyst-35973 91 26 ( ( PUNCT catalyst-35973 91 27 2018 2018 NUM catalyst-35973 91 28 ) ) PUNCT catalyst-35973 91 29 point point NOUN catalyst-35973 91 30 or or CCONJ catalyst-35973 91 31 the the DET catalyst-35973 91 32 precarity precarity NOUN catalyst-35973 91 33 that that PRON catalyst-35973 91 34 the the DET catalyst-35973 91 35 facebook facebook PROPN catalyst-35973 91 36 algorithmic algorithmic ADJ catalyst-35973 91 37 system system NOUN catalyst-35973 91 38 of of ADP catalyst-35973 91 39 seek seek VERB catalyst-35973 91 40 and and CCONJ catalyst-35973 91 41 expose expose VERB catalyst-35973 91 42 demonstrates demonstrate NOUN catalyst-35973 91 43 ( ( PUNCT catalyst-35973 91 44 mattu mattu ADV catalyst-35973 91 45 et et PROPN catalyst-35973 91 46 al al PROPN catalyst-35973 91 47 . . PROPN catalyst-35973 91 48 2021 2021 NUM catalyst-35973 91 49 ) ) PUNCT catalyst-35973 91 50 . . PUNCT catalyst-35973 92 1 such such ADJ catalyst-35973 92 2 erasures erasure NOUN catalyst-35973 92 3 and and CCONJ catalyst-35973 92 4 overexposures overexposure NOUN catalyst-35973 92 5 are be AUX catalyst-35973 92 6 symptoms symptom NOUN catalyst-35973 92 7 not not PART catalyst-35973 92 8 exceptions exception NOUN catalyst-35973 92 9 of of ADP catalyst-35973 92 10 a a DET catalyst-35973 92 11 system system NOUN catalyst-35973 92 12 design design NOUN catalyst-35973 92 13 that that PRON catalyst-35973 92 14 will will AUX catalyst-35973 92 15 not not PART catalyst-35973 92 16 be be AUX catalyst-35973 92 17 “ " PUNCT catalyst-35973 92 18 fixed fix VERB catalyst-35973 92 19 ” " PUNCT catalyst-35973 92 20 with with ADP catalyst-35973 92 21 more more ADV catalyst-35973 92 22 diverse diverse ADJ catalyst-35973 92 23 training training NOUN catalyst-35973 92 24 sets set NOUN catalyst-35973 92 25 or or CCONJ catalyst-35973 92 26 greater great ADJ catalyst-35973 92 27 transparency transparency NOUN catalyst-35973 92 28 of of ADP catalyst-35973 92 29 algorithmic algorithmic ADJ catalyst-35973 92 30 design design NOUN catalyst-35973 92 31 . . PUNCT catalyst-35973 93 1 until until SCONJ catalyst-35973 93 2 the the DET catalyst-35973 93 3 input input NOUN catalyst-35973 93 4 / / SYM catalyst-35973 93 5 output output NOUN catalyst-35973 93 6 is be AUX catalyst-35973 93 7 recalibrated recalibrate VERB catalyst-35973 93 8 toward toward ADP catalyst-35973 93 9 a a DET catalyst-35973 93 10 different different ADJ catalyst-35973 93 11 end end NOUN catalyst-35973 93 12 , , PUNCT catalyst-35973 93 13 fixing fix VERB catalyst-35973 93 14 the the DET catalyst-35973 93 15 training training NOUN catalyst-35973 93 16 data datum NOUN catalyst-35973 93 17 or or CCONJ catalyst-35973 93 18 algorithm algorithm NOUN catalyst-35973 93 19 is be AUX catalyst-35973 93 20 often often ADV catalyst-35973 93 21 at at ADP catalyst-35973 93 22 best good ADJ catalyst-35973 93 23 a a DET catalyst-35973 93 24 post post ADJ catalyst-35973 93 25 - - ADJ catalyst-35973 93 26 facto facto ADJ catalyst-35973 93 27 plugging plugging NOUN catalyst-35973 93 28 up up ADP catalyst-35973 93 29 of of ADP catalyst-35973 93 30 holes hole NOUN catalyst-35973 93 31 , , PUNCT catalyst-35973 93 32 “ " PUNCT catalyst-35973 93 33 bugs bug NOUN catalyst-35973 93 34 , , PUNCT catalyst-35973 93 35 ” " PUNCT catalyst-35973 93 36 and and CCONJ catalyst-35973 93 37 “ " PUNCT catalyst-35973 93 38 errors error NOUN catalyst-35973 93 39 in in ADP catalyst-35973 93 40 judgment judgment NOUN catalyst-35973 93 41 . . PUNCT catalyst-35973 94 1 ”2 ”2 PUNCT catalyst-35973 94 2     SPACE catalyst-35973 95 1 and and CCONJ catalyst-35973 95 2 yet yet ADV catalyst-35973 95 3 , , PUNCT catalyst-35973 95 4 it it PRON catalyst-35973 95 5 is be AUX catalyst-35973 95 6 not not PART catalyst-35973 95 7 clear clear ADJ catalyst-35973 95 8 that that SCONJ catalyst-35973 95 9 the the DET catalyst-35973 95 10 “ " PUNCT catalyst-35973 95 11 black black ADJ catalyst-35973 95 12 box box NOUN catalyst-35973 95 13 ” " PUNCT catalyst-35973 95 14 is be AUX catalyst-35973 95 15 the the DET catalyst-35973 95 16 problem problem NOUN catalyst-35973 95 17 . . PUNCT catalyst-35973 96 1 rather rather ADV catalyst-35973 96 2 , , PUNCT catalyst-35973 96 3 one one PRON catalyst-35973 96 4 might might AUX catalyst-35973 96 5 locate locate VERB catalyst-35973 96 6 an an DET catalyst-35973 96 7 ontological ontological ADJ catalyst-35973 96 8 entropy entropy NOUN catalyst-35973 96 9 of of ADP catalyst-35973 96 10 ai ai PROPN catalyst-35973 96 11 system system NOUN catalyst-35973 96 12 design design NOUN catalyst-35973 96 13 , , PUNCT catalyst-35973 96 14 which which PRON catalyst-35973 96 15 is be AUX catalyst-35973 96 16 constrained constrain VERB catalyst-35973 96 17 in in ADP catalyst-35973 96 18 its its PRON catalyst-35973 96 19 reproduction reproduction NOUN catalyst-35973 96 20 of of ADP catalyst-35973 96 21 a a DET catalyst-35973 96 22 biopolitics biopolitic NOUN catalyst-35973 96 23 of of ADP catalyst-35973 96 24 hierarchy hierarchy NOUN catalyst-35973 96 25 and and CCONJ catalyst-35973 96 26 valuation valuation NOUN catalyst-35973 96 27 . . PUNCT catalyst-35973 97 1 the the DET catalyst-35973 97 2 question question NOUN catalyst-35973 97 3 of of ADP catalyst-35973 97 4 ethics ethic NOUN catalyst-35973 97 5 moves move NOUN catalyst-35973 97 6 from from ADP catalyst-35973 97 7 how how SCONJ catalyst-35973 97 8 to to ADP catalyst-35973 97 9 toward toward ADP catalyst-35973 97 10 what what DET catalyst-35973 97 11 end end NOUN catalyst-35973 97 12 is be AUX catalyst-35973 97 13 ai ai AUX catalyst-35973 97 14 being be AUX catalyst-35973 97 15 aimed aim VERB catalyst-35973 97 16 . . PUNCT catalyst-35973 98 1 as as ADP catalyst-35973 98 2 solon solon PROPN catalyst-35973 98 3 barocas barocas PROPN catalyst-35973 98 4 , , PUNCT catalyst-35973 98 5 moritz moritz PROPN catalyst-35973 98 6 hardt hardt PROPN catalyst-35973 98 7 , , PUNCT catalyst-35973 98 8 and and CCONJ catalyst-35973 98 9 arvind arvind PROPN catalyst-35973 98 10 narayanan narayanan PROPN catalyst-35973 98 11 ( ( PUNCT catalyst-35973 98 12 2020 2020 NUM catalyst-35973 98 13 ) ) PUNCT catalyst-35973 98 14 note note NOUN catalyst-35973 98 15 , , PUNCT catalyst-35973 98 16 there there PRON catalyst-35973 98 17 is be VERB catalyst-35973 98 18 no no DET catalyst-35973 98 19 single single ADJ catalyst-35973 98 20 or or CCONJ catalyst-35973 98 21 clear clear ADJ catalyst-35973 98 22 path path NOUN catalyst-35973 98 23 to to ADP catalyst-35973 98 24 “ " PUNCT catalyst-35973 98 25 fair fair ADJ catalyst-35973 98 26 . . PUNCT catalyst-35973 98 27 ” " PUNCT catalyst-35973 99 1 the the DET catalyst-35973 99 2 outcome outcome NOUN catalyst-35973 99 3 must must AUX catalyst-35973 99 4 be be AUX catalyst-35973 99 5 intentional intentional ADJ catalyst-35973 99 6 in in ADP catalyst-35973 99 7 the the DET catalyst-35973 99 8 design design NOUN catalyst-35973 99 9 of of ADP catalyst-35973 99 10 the the DET catalyst-35973 99 11 system system NOUN catalyst-35973 99 12 . . PUNCT catalyst-35973 100 1 without without ADP catalyst-35973 100 2 pretending pretend VERB catalyst-35973 100 3 ai ai VERB catalyst-35973 100 4 in in ADP catalyst-35973 100 5 the the DET catalyst-35973 100 6 wild wild NOUN catalyst-35973 100 7 is be AUX catalyst-35973 100 8 a a DET catalyst-35973 100 9 panacea panacea NOUN catalyst-35973 100 10 , , PUNCT catalyst-35973 100 11 i i PRON catalyst-35973 100 12 explore explore VERB catalyst-35973 100 13 generative generative ADJ catalyst-35973 100 14 ai ai VERB catalyst-35973 100 15 as as ADP catalyst-35973 100 16 a a DET catalyst-35973 100 17 contrapuntal contrapuntal NOUN catalyst-35973 100 18 to to ADP catalyst-35973 100 19 the the DET catalyst-35973 100 20 predictive predictive NOUN catalyst-35973 100 21 . . PUNCT catalyst-35973 101 1 they they PRON catalyst-35973 101 2 are be AUX catalyst-35973 101 3 not not PART catalyst-35973 101 4 always always ADV catalyst-35973 101 5 divergent divergent ADJ catalyst-35973 101 6 pathways pathway NOUN catalyst-35973 101 7 to to ADP catalyst-35973 101 8 an an DET catalyst-35973 101 9 output output NOUN catalyst-35973 101 10 . . PUNCT catalyst-35973 102 1 nonetheless nonetheless ADV catalyst-35973 102 2 , , PUNCT catalyst-35973 102 3 they they PRON catalyst-35973 102 4 frame frame VERB catalyst-35973 102 5 different different ADJ catalyst-35973 102 6 epistemologies epistemology NOUN catalyst-35973 102 7 . . PUNCT catalyst-35973 102 8     SPACE catalyst-35973 103 1 ai ai VERB catalyst-35973 103 2 theory theory NOUN catalyst-35973 103 3 of of ADP catalyst-35973 103 4 mind mind NOUN catalyst-35973 103 5 historically historically ADV catalyst-35973 103 6 , , PUNCT catalyst-35973 103 7 ai ai AUX catalyst-35973 103 8 had have AUX catalyst-35973 103 9 been be AUX catalyst-35973 103 10 rare rare ADJ catalyst-35973 103 11 , , PUNCT catalyst-35973 103 12 exclusive exclusive ADJ catalyst-35973 103 13 , , PUNCT catalyst-35973 103 14 and and CCONJ catalyst-35973 103 15 narrowly narrowly ADV catalyst-35973 103 16 applied apply VERB catalyst-35973 103 17 . . PUNCT catalyst-35973 104 1 a a DET catalyst-35973 104 2 primary primary ADJ catalyst-35973 104 3 goal goal NOUN catalyst-35973 104 4 was be AUX catalyst-35973 104 5 the the DET catalyst-35973 104 6 effective effective ADJ catalyst-35973 104 7 simulation simulation NOUN catalyst-35973 104 8 ( ( PUNCT catalyst-35973 104 9 and and CCONJ catalyst-35973 104 10 surpassing surpass VERB catalyst-35973 104 11 ) ) PUNCT catalyst-35973 104 12 of of ADP catalyst-35973 104 13 human human ADJ catalyst-35973 104 14 expertise expertise NOUN catalyst-35973 104 15 . . PUNCT catalyst-35973 105 1 recall recall VERB catalyst-35973 105 2 the the DET catalyst-35973 105 3 chess chess NOUN catalyst-35973 105 4 matches match NOUN catalyst-35973 105 5 between between ADP catalyst-35973 105 6 ibm ibm PROPN catalyst-35973 105 7 supercomputer supercomputer NOUN catalyst-35973 105 8 deep deep ADJ catalyst-35973 105 9 blue blue ADJ catalyst-35973 105 10 and and CCONJ catalyst-35973 105 11 world world NOUN catalyst-35973 105 12 champion champion PROPN catalyst-35973 105 13 garry garry PROPN catalyst-35973 105 14 kasparov kasparov PROPN catalyst-35973 105 15 , , PUNCT catalyst-35973 105 16 the the DET catalyst-35973 105 17 first first ADJ catalyst-35973 105 18 of of ADP catalyst-35973 105 19 which which PRON catalyst-35973 105 20 kasparov kasparov PROPN catalyst-35973 105 21 won win VERB catalyst-35973 105 22 in in ADP catalyst-35973 105 23 1996 1996 NUM catalyst-35973 105 24 . . PUNCT catalyst-35973 106 1 in in ADP catalyst-35973 106 2 the the DET catalyst-35973 106 3 second second ADJ catalyst-35973 106 4 match match NOUN catalyst-35973 106 5 played play VERB catalyst-35973 106 6 in in ADP catalyst-35973 106 7 1997 1997 NUM catalyst-35973 106 8 , , PUNCT catalyst-35973 106 9 deep deep ADJ catalyst-35973 106 10 blue blue NOUN catalyst-35973 106 11 beat beat VERB catalyst-35973 106 12 the the DET catalyst-35973 106 13 grandmaster grandmaster NOUN catalyst-35973 106 14 ( ( PUNCT catalyst-35973 106 15 campbell campbell PROPN catalyst-35973 106 16 , , PUNCT catalyst-35973 106 17 hoane hoane NOUN catalyst-35973 106 18 , , PUNCT catalyst-35973 106 19 and and CCONJ catalyst-35973 106 20 hsu hsu PROPN catalyst-35973 106 21 2002 2002 NUM catalyst-35973 106 22 ) ) PUNCT catalyst-35973 106 23 . . PUNCT catalyst-35973 107 1 implicit implicit ADJ catalyst-35973 107 2 in in ADP catalyst-35973 107 3 deep deep ADJ catalyst-35973 107 4 blue blue ADJ catalyst-35973 107 5 ’s ’s PART catalyst-35973 107 6 design design NOUN catalyst-35973 107 7 is be AUX catalyst-35973 107 8 a a DET catalyst-35973 107 9 theory theory NOUN catalyst-35973 107 10 of of ADP catalyst-35973 107 11 mind mind NOUN catalyst-35973 107 12 , , PUNCT catalyst-35973 107 13 a a DET catalyst-35973 107 14 concept concept NOUN catalyst-35973 107 15 adopted adopt VERB catalyst-35973 107 16 by by ADP catalyst-35973 107 17 first first ADJ catalyst-35973 107 18 - - PUNCT catalyst-35973 107 19 generation generation NOUN catalyst-35973 107 20 ai ai VERB catalyst-35973 107 21 researchers researcher NOUN catalyst-35973 107 22 from from ADP catalyst-35973 107 23 behavioral behavioral ADJ catalyst-35973 107 24 and and CCONJ catalyst-35973 107 25 brain brain NOUN catalyst-35973 107 26 sciences science NOUN catalyst-35973 107 27 that that PRON catalyst-35973 107 28 underwrote underwrite VERB catalyst-35973 107 29 the the DET catalyst-35973 107 30 imaginaries imaginary NOUN catalyst-35973 107 31 of of ADP catalyst-35973 107 32 artificial artificial ADJ catalyst-35973 107 33 intelligence intelligence NOUN catalyst-35973 107 34 . . PUNCT catalyst-35973 108 1 theory theory NOUN catalyst-35973 108 2 of of ADP catalyst-35973 108 3 mind mind NOUN catalyst-35973 108 4 frames frame VERB catalyst-35973 108 5 the the DET catalyst-35973 108 6 ability ability NOUN catalyst-35973 108 7 of of ADP catalyst-35973 108 8 the the DET catalyst-35973 108 9 human human ADJ catalyst-35973 108 10 mind mind NOUN catalyst-35973 108 11 to to PART catalyst-35973 108 12 represent represent VERB catalyst-35973 108 13 the the DET catalyst-35973 108 14 mental mental ADJ catalyst-35973 108 15 states state NOUN catalyst-35973 108 16 of of ADP catalyst-35973 108 17 others other NOUN catalyst-35973 108 18 ( ( PUNCT catalyst-35973 108 19 call call VERB catalyst-35973 108 20 and and CCONJ catalyst-35973 108 21 tomasello tomasello NOUN catalyst-35973 108 22 2008 2008 NUM catalyst-35973 108 23 ; ; PUNCT catalyst-35973 108 24 premack premack NOUN catalyst-35973 108 25 and and CCONJ catalyst-35973 108 26 woodruff woodruff PROPN catalyst-35973 108 27 1978 1978 NUM catalyst-35973 108 28 ) ) PUNCT catalyst-35973 108 29 . . PUNCT catalyst-35973 109 1 it it PRON catalyst-35973 109 2 is be AUX catalyst-35973 109 3 a a DET catalyst-35973 109 4 theory theory NOUN catalyst-35973 109 5 that that PRON catalyst-35973 109 6 addresses address VERB catalyst-35973 109 7 the the DET catalyst-35973 109 8 legibility legibility NOUN catalyst-35973 109 9 of of ADP catalyst-35973 109 10 others other NOUN catalyst-35973 109 11 ’ ’ PART catalyst-35973 109 12 desires desire NOUN catalyst-35973 109 13 and and CCONJ catalyst-35973 109 14 intentions intention NOUN catalyst-35973 109 15 that that PRON catalyst-35973 109 16 prioritizes prioritize VERB catalyst-35973 109 17 human human ADJ catalyst-35973 109 18 cognitive cognitive ADJ catalyst-35973 109 19 behavior behavior NOUN catalyst-35973 109 20 in in ADP catalyst-35973 109 21 comparison comparison NOUN catalyst-35973 109 22 to to ADP catalyst-35973 109 23 animals animal NOUN catalyst-35973 109 24 , , PUNCT catalyst-35973 109 25 and and CCONJ catalyst-35973 109 26 in in ADP catalyst-35973 109 27 the the DET catalyst-35973 109 28 case case NOUN catalyst-35973 109 29 of of ADP catalyst-35973 109 30 ai ai PROPN catalyst-35973 109 31 , , PUNCT catalyst-35973 109 32 machines machine NOUN catalyst-35973 109 33 ( ( PUNCT catalyst-35973 109 34 cuzzolin cuzzolin PROPN catalyst-35973 109 35 et et PROPN catalyst-35973 109 36 al al PROPN catalyst-35973 109 37 . . PROPN catalyst-35973 109 38 2020 2020 NUM catalyst-35973 109 39 ; ; PUNCT catalyst-35973 109 40 haenlein haenlein ADV catalyst-35973 109 41 and and CCONJ catalyst-35973 109 42 kaplan kaplan PROPN catalyst-35973 109 43 2019 2019 NUM catalyst-35973 109 44 ; ; PUNCT catalyst-35973 109 45 mccorduck mccorduck NOUN catalyst-35973 109 46 1979 1979 NUM catalyst-35973 109 47 ; ; PUNCT catalyst-35973 109 48 minsky minsky NOUN catalyst-35973 109 49 1986 1986 NUM catalyst-35973 109 50 ) ) PUNCT catalyst-35973 109 51 . . PUNCT catalyst-35973 110 1 as as ADP catalyst-35973 110 2 such such ADJ catalyst-35973 110 3 , , PUNCT catalyst-35973 110 4 theory theory NOUN catalyst-35973 110 5 of of ADP catalyst-35973 110 6 mind mind NOUN catalyst-35973 110 7 offers offer VERB catalyst-35973 110 8 another another DET catalyst-35973 110 9 mode mode NOUN catalyst-35973 110 10 of of ADP catalyst-35973 110 11 measurement measurement NOUN catalyst-35973 110 12 , , PUNCT catalyst-35973 110 13 hierarchy hierarchy NOUN catalyst-35973 110 14 , , PUNCT catalyst-35973 110 15 and and CCONJ catalyst-35973 110 16 sorting sorting NOUN catalyst-35973 110 17 mechanism mechanism NOUN catalyst-35973 110 18 . . PUNCT catalyst-35973 111 1 as as SCONJ catalyst-35973 111 2 lucy lucy PROPN catalyst-35973 111 3 suchman suchman PROPN catalyst-35973 111 4 and and CCONJ catalyst-35973 111 5 other other ADJ catalyst-35973 111 6 feminist feminist ADJ catalyst-35973 111 7 ai ai VERB catalyst-35973 111 8 scholars scholar NOUN catalyst-35973 111 9 have have AUX catalyst-35973 111 10 pointed point VERB catalyst-35973 111 11 out out ADP catalyst-35973 111 12 , , PUNCT catalyst-35973 111 13 theory theory NOUN catalyst-35973 111 14 of of ADP catalyst-35973 111 15 mind mind NOUN catalyst-35973 111 16 frames frame VERB catalyst-35973 111 17 a a DET catalyst-35973 111 18 distinctly distinctly ADV catalyst-35973 111 19 conservative conservative ADJ catalyst-35973 111 20 view view NOUN catalyst-35973 111 21 of of ADP catalyst-35973 111 22 cognition cognition NOUN catalyst-35973 111 23 and and CCONJ catalyst-35973 111 24 what what DET catalyst-35973 111 25 kinds kind NOUN catalyst-35973 111 26 of of ADP catalyst-35973 111 27 beings being NOUN catalyst-35973 111 28 and and CCONJ catalyst-35973 111 29 behaviors behavior NOUN catalyst-35973 111 30 are be AUX catalyst-35973 111 31 included include VERB catalyst-35973 111 32 within within ADP catalyst-35973 111 33 its its PRON catalyst-35973 111 34 domain.3 domain.3 PROPN catalyst-35973 111 35     SPACE catalyst-35973 111 36 in in ADP catalyst-35973 111 37 discussing discuss VERB catalyst-35973 111 38 the the DET catalyst-35973 111 39 sociotechnological sociotechnological ADJ catalyst-35973 111 40 terms term NOUN catalyst-35973 111 41 of of ADP catalyst-35973 111 42 artificial artificial ADJ catalyst-35973 111 43 intelligence intelligence NOUN catalyst-35973 111 44 , , PUNCT catalyst-35973 111 45 one one NUM catalyst-35973 111 46 moves move NOUN catalyst-35973 111 47 from from ADP catalyst-35973 111 48 first first ADJ catalyst-35973 111 49 - - PUNCT catalyst-35973 111 50 generation generation NOUN catalyst-35973 111 51 ai ai NOUN catalyst-35973 111 52 theory theory NOUN catalyst-35973 111 53 of of ADP catalyst-35973 111 54 mind mind NOUN catalyst-35973 111 55 that that PRON catalyst-35973 111 56 worked work VERB catalyst-35973 111 57 toward toward ADP catalyst-35973 111 58 the the DET catalyst-35973 111 59 simulation simulation NOUN catalyst-35973 111 60 of of ADP catalyst-35973 111 61 ( ( PUNCT catalyst-35973 111 62 human human NOUN catalyst-35973 111 63 ) ) PUNCT catalyst-35973 111 64 thinking thinking NOUN catalyst-35973 111 65 to to ADP catalyst-35973 111 66 the the DET catalyst-35973 111 67 turn turn NOUN catalyst-35973 111 68 toward toward ADP catalyst-35973 111 69 ml ml NOUN catalyst-35973 111 70 concepts concept NOUN catalyst-35973 111 71 , , PUNCT catalyst-35973 111 72 procedures procedure NOUN catalyst-35973 111 73 , , PUNCT catalyst-35973 111 74 and and CCONJ catalyst-35973 111 75 mass mass ADJ catalyst-35973 111 76 implementation implementation NOUN catalyst-35973 111 77 that that PRON catalyst-35973 111 78 prioritize prioritize VERB catalyst-35973 111 79 effective effective ADJ catalyst-35973 111 80 predictive predictive ADJ catalyst-35973 111 81 modeling modeling NOUN catalyst-35973 111 82 with with ADP catalyst-35973 111 83 minimal minimal ADJ catalyst-35973 111 84 interest interest NOUN catalyst-35973 111 85 in in ADP catalyst-35973 111 86 cognition cognition NOUN catalyst-35973 111 87 . . PUNCT catalyst-35973 112 1 in in ADP catalyst-35973 112 2 other other ADJ catalyst-35973 112 3 words word NOUN catalyst-35973 112 4 , , PUNCT catalyst-35973 112 5 ml ml ADP catalyst-35973 112 6 deprioritizes deprioritize VERB catalyst-35973 112 7 cognitive cognitive ADJ catalyst-35973 112 8 frameworks framework NOUN catalyst-35973 112 9 such such ADJ catalyst-35973 112 10 as as ADP catalyst-35973 112 11 “ " PUNCT catalyst-35973 112 12 understanding understanding NOUN catalyst-35973 112 13 ” " PUNCT catalyst-35973 112 14 and and CCONJ catalyst-35973 112 15 “ " PUNCT catalyst-35973 112 16 knowledge knowledge NOUN catalyst-35973 112 17 ” " PUNCT catalyst-35973 112 18 for for ADP catalyst-35973 112 19 efficiency efficiency NOUN catalyst-35973 112 20 , , PUNCT catalyst-35973 112 21 speed speed NOUN catalyst-35973 112 22 , , PUNCT catalyst-35973 112 23 and and CCONJ catalyst-35973 112 24 productive productive ADJ catalyst-35973 112 25 outcome outcome NOUN catalyst-35973 112 26 ( ( PUNCT catalyst-35973 112 27 anderson anderson PROPN catalyst-35973 112 28 2008 2008 NUM catalyst-35973 112 29 ) ) PUNCT catalyst-35973 112 30 . . PUNCT catalyst-35973 113 1 the the DET catalyst-35973 113 2 great great ADJ catalyst-35973 113 3 claim claim NOUN catalyst-35973 113 4 of of ADP catalyst-35973 113 5 second second ADJ catalyst-35973 113 6 - - PUNCT catalyst-35973 113 7 generation generation NOUN catalyst-35973 113 8 ai ai NOUN catalyst-35973 113 9 is be AUX catalyst-35973 113 10 predictive predictive ADJ catalyst-35973 113 11 acumen acuman NOUN catalyst-35973 113 12 , , PUNCT catalyst-35973 113 13 which which PRON catalyst-35973 113 14 trumps trump VERB catalyst-35973 113 15 mastery mastery NOUN catalyst-35973 113 16 of of ADP catalyst-35973 113 17 a a DET catalyst-35973 113 18 skill skill NOUN catalyst-35973 113 19 set set VERB catalyst-35973 113 20 . . PUNCT catalyst-35973 114 1 the the DET catalyst-35973 114 2 implications implication NOUN catalyst-35973 114 3 of of ADP catalyst-35973 114 4 this this DET catalyst-35973 114 5 turn turn NOUN catalyst-35973 114 6 from from ADP catalyst-35973 114 7 inherited inherit VERB catalyst-35973 114 8 enlightenment enlightenment PROPN catalyst-35973 114 9 imaginaries imaginary NOUN catalyst-35973 114 10 of of ADP catalyst-35973 114 11 the the DET catalyst-35973 114 12 cogito cogito PROPN catalyst-35973 114 13 to to ADP catalyst-35973 114 14 the the DET catalyst-35973 114 15 signaling signaling NOUN catalyst-35973 114 16 of of ADP catalyst-35973 114 17 a a DET catalyst-35973 114 18 machine machine NOUN catalyst-35973 114 19 learning learning NOUN catalyst-35973 114 20 of of ADP catalyst-35973 114 21 the the DET catalyst-35973 114 22 neural neural ADJ catalyst-35973 114 23 net net ADJ catalyst-35973 114 24 points point NOUN catalyst-35973 114 25 to to ADP catalyst-35973 114 26 a a DET catalyst-35973 114 27 paradigm paradigm NOUN catalyst-35973 114 28 shift shift NOUN catalyst-35973 114 29 : : PUNCT catalyst-35973 114 30 the the DET catalyst-35973 114 31 movement movement NOUN catalyst-35973 114 32 from from ADP catalyst-35973 114 33 an an DET catalyst-35973 114 34 ontology ontology NOUN catalyst-35973 114 35 of of ADP catalyst-35973 114 36 narrow narrow ADJ catalyst-35973 114 37 machine machine NOUN catalyst-35973 114 38 intelligence intelligence NOUN catalyst-35973 114 39 that that PRON catalyst-35973 114 40 simulates simulate VERB catalyst-35973 114 41 human human ADJ catalyst-35973 114 42 expertise expertise NOUN catalyst-35973 114 43 to to ADP catalyst-35973 114 44 that that PRON catalyst-35973 114 45 of of ADP catalyst-35973 114 46 a a DET catalyst-35973 114 47 broadly broadly ADV catalyst-35973 114 48 applied apply VERB catalyst-35973 114 49 ml ml ADP catalyst-35973 114 50 toolset toolset NOUN catalyst-35973 114 51 that that PRON catalyst-35973 114 52 is be AUX catalyst-35973 114 53 trained train VERB catalyst-35973 114 54 on on ADP catalyst-35973 114 55 massive massive ADJ catalyst-35973 114 56 data datum NOUN catalyst-35973 114 57 to to PART catalyst-35973 114 58 predict predict VERB catalyst-35973 114 59 the the DET catalyst-35973 114 60 most most ADV catalyst-35973 114 61 likely likely ADJ catalyst-35973 114 62 outcome outcome NOUN catalyst-35973 114 63 . . PUNCT catalyst-35973 114 64     SPACE catalyst-35973 115 1 as as SCONJ catalyst-35973 115 2 i i PRON catalyst-35973 115 3 have have AUX catalyst-35973 115 4 indicated indicate VERB catalyst-35973 115 5 , , PUNCT catalyst-35973 115 6 the the DET catalyst-35973 115 7 predictive predictive ADJ catalyst-35973 115 8 model model NOUN catalyst-35973 115 9 is be AUX catalyst-35973 115 10 all all ADV catalyst-35973 115 11 too too ADV catalyst-35973 115 12 frequently frequently ADV catalyst-35973 115 13 a a DET catalyst-35973 115 14 pernicious pernicious ADJ catalyst-35973 115 15 model model NOUN catalyst-35973 115 16 in in ADP catalyst-35973 115 17 its its PRON catalyst-35973 115 18 reinscription reinscription NOUN catalyst-35973 115 19 of of ADP catalyst-35973 115 20 historical historical ADJ catalyst-35973 115 21 bias bias NOUN catalyst-35973 115 22 . . PUNCT catalyst-35973 116 1 the the DET catalyst-35973 116 2 second second ADJ catalyst-35973 116 3 - - PUNCT catalyst-35973 116 4 generation generation NOUN catalyst-35973 116 5 revival revival NOUN catalyst-35973 116 6 of of ADP catalyst-35973 116 7 artificial artificial ADJ catalyst-35973 116 8 intelligence intelligence NOUN catalyst-35973 116 9 is be AUX catalyst-35973 116 10 largely largely ADV catalyst-35973 116 11 based base VERB catalyst-35973 116 12 on on ADP catalyst-35973 116 13 an an DET catalyst-35973 116 14 investment investment NOUN catalyst-35973 116 15 in in ADP catalyst-35973 116 16 machine machine NOUN catalyst-35973 116 17 learning learn VERB catalyst-35973 116 18 whose whose DET catalyst-35973 116 19 architecture architecture NOUN catalyst-35973 116 20 — — PUNCT catalyst-35973 116 21 the the DET catalyst-35973 116 22 function function NOUN catalyst-35973 116 23 of of ADP catalyst-35973 116 24 its its PRON catalyst-35973 116 25 functionality functionality NOUN catalyst-35973 116 26 — — PUNCT catalyst-35973 116 27 is be AUX catalyst-35973 116 28 hidden hide VERB catalyst-35973 116 29 . . PUNCT catalyst-35973 117 1 that that PRON catalyst-35973 117 2 is be AUX catalyst-35973 117 3 not not PART catalyst-35973 117 4 a a DET catalyst-35973 117 5 metaphor metaphor NOUN catalyst-35973 117 6 ; ; PUNCT catalyst-35973 117 7 it it PRON catalyst-35973 117 8 is be AUX catalyst-35973 117 9 an an DET catalyst-35973 117 10 actual actual ADJ catalyst-35973 117 11 description description NOUN catalyst-35973 117 12 of of ADP catalyst-35973 117 13 a a DET catalyst-35973 117 14 neural neural ADJ catalyst-35973 117 15 net net NOUN catalyst-35973 117 16 , , PUNCT catalyst-35973 117 17 which which PRON catalyst-35973 117 18 is be AUX catalyst-35973 117 19 the the DET catalyst-35973 117 20 transformative transformative ADJ catalyst-35973 117 21 system system NOUN catalyst-35973 117 22 design design NOUN catalyst-35973 117 23 of of ADP catalyst-35973 117 24 the the DET catalyst-35973 117 25 ai ai NOUN catalyst-35973 117 26 surround surround NOUN catalyst-35973 117 27 . . PUNCT catalyst-35973 118 1 neural neural ADJ catalyst-35973 118 2 networks network NOUN catalyst-35973 118 3 are be AUX catalyst-35973 118 4 described describe VERB catalyst-35973 118 5 as as ADP catalyst-35973 118 6 computational computational ADJ catalyst-35973 118 7 “ " PUNCT catalyst-35973 118 8 black black ADJ catalyst-35973 118 9 boxes box NOUN catalyst-35973 118 10 , , PUNCT catalyst-35973 118 11 ” " PUNCT catalyst-35973 118 12 following follow VERB catalyst-35973 118 13 the the DET catalyst-35973 118 14 logic logic NOUN catalyst-35973 118 15 that that SCONJ catalyst-35973 118 16 while while SCONJ catalyst-35973 118 17 they they PRON catalyst-35973 118 18 can can AUX catalyst-35973 118 19 execute execute VERB catalyst-35973 118 20 complex complex ADJ catalyst-35973 118 21 functions function NOUN catalyst-35973 118 22 , , PUNCT catalyst-35973 118 23 the the DET catalyst-35973 118 24 structure structure NOUN catalyst-35973 118 25 of of ADP catalyst-35973 118 26 the the DET catalyst-35973 118 27 neural neural ADJ catalyst-35973 118 28 network network NOUN catalyst-35973 118 29 will will AUX catalyst-35973 118 30 not not PART catalyst-35973 118 31 illuminate illuminate VERB catalyst-35973 118 32 the the DET catalyst-35973 118 33 logic logic NOUN catalyst-35973 118 34 of of ADP catalyst-35973 118 35 the the DET catalyst-35973 118 36 function function NOUN catalyst-35973 118 37 . . PUNCT catalyst-35973 119 1 procedurally procedurally ADV catalyst-35973 119 2 , , PUNCT catalyst-35973 119 3 ml ml NOUN catalyst-35973 119 4 functions function NOUN catalyst-35973 119 5 outside outside ADV catalyst-35973 119 6 of of ADP catalyst-35973 119 7 human human ADJ catalyst-35973 119 8 supervision supervision NOUN catalyst-35973 119 9 . . PUNCT catalyst-35973 120 1 in in ADP catalyst-35973 120 2 this this DET catalyst-35973 120 3 sense sense NOUN catalyst-35973 120 4 , , PUNCT catalyst-35973 120 5 one one PRON catalyst-35973 120 6 might might AUX catalyst-35973 120 7 understand understand VERB catalyst-35973 120 8 the the DET catalyst-35973 120 9 ml ml NOUN catalyst-35973 120 10 neural neural ADJ catalyst-35973 120 11 net net NOUN catalyst-35973 120 12 as as ADP catalyst-35973 120 13 an an DET catalyst-35973 120 14 itinerant itinerant ADJ catalyst-35973 120 15 technology technology NOUN catalyst-35973 120 16 ; ; PUNCT catalyst-35973 120 17 it it PRON catalyst-35973 120 18 moves move VERB catalyst-35973 120 19 between between ADP catalyst-35973 120 20 layers layer NOUN catalyst-35973 120 21 of of ADP catalyst-35973 120 22 information information NOUN catalyst-35973 120 23 , , PUNCT catalyst-35973 120 24 weighing weighing NOUN catalyst-35973 120 25 and and CCONJ catalyst-35973 120 26 counter counter NOUN catalyst-35973 120 27 weighing weigh VERB catalyst-35973 120 28 values value NOUN catalyst-35973 120 29 / / SYM catalyst-35973 120 30 features feature NOUN catalyst-35973 120 31 within within ADP catalyst-35973 120 32 a a DET catalyst-35973 120 33 prescribed prescribed ADJ catalyst-35973 120 34 frame frame NOUN catalyst-35973 120 35 . . PUNCT catalyst-35973 121 1 with with ADP catalyst-35973 121 2 that that PRON catalyst-35973 121 3 said say VERB catalyst-35973 121 4 , , PUNCT catalyst-35973 121 5 clearly clearly ADV catalyst-35973 121 6 articulated articulate VERB catalyst-35973 121 7 human human ADJ catalyst-35973 121 8 frameworks framework NOUN catalyst-35973 121 9 remain remain VERB catalyst-35973 121 10 critical critical ADJ catalyst-35973 121 11 to to ADP catalyst-35973 121 12 ai ai VERB catalyst-35973 121 13 application application NOUN catalyst-35973 121 14 — — PUNCT catalyst-35973 121 15 the the DET catalyst-35973 121 16 inputs input NOUN catalyst-35973 121 17 and and CCONJ catalyst-35973 121 18 ( ( PUNCT catalyst-35973 121 19 interpretation interpretation NOUN catalyst-35973 121 20 ) ) PUNCT catalyst-35973 121 21 of of ADP catalyst-35973 121 22 outputs output NOUN catalyst-35973 121 23 are be AUX catalyst-35973 121 24 framed frame VERB catalyst-35973 121 25 by by ADP catalyst-35973 121 26 the the DET catalyst-35973 121 27 system system NOUN catalyst-35973 121 28 designers designer NOUN catalyst-35973 121 29 . . PUNCT catalyst-35973 121 30     SPACE catalyst-35973 122 1 model model NOUN catalyst-35973 122 2 2 2 NUM catalyst-35973 122 3 . . PUNCT catalyst-35973 122 4 unsupervised unsupervised ADJ catalyst-35973 122 5 learning learning NOUN catalyst-35973 122 6 : : PUNCT catalyst-35973 122 7 mastering master VERB catalyst-35973 122 8 the the DET catalyst-35973 122 9 game game NOUN catalyst-35973 122 10 of of ADP catalyst-35973 122 11 go go NOUN catalyst-35973 122 12 without without ADP catalyst-35973 122 13 human human ADJ catalyst-35973 122 14 knowledge knowledge NOUN catalyst-35973 122 15 if if SCONJ catalyst-35973 122 16 the the DET catalyst-35973 122 17 recursive recursive ADJ catalyst-35973 122 18 predictive predictive ADJ catalyst-35973 122 19 model model NOUN catalyst-35973 122 20 of of ADP catalyst-35973 122 21 supervised supervised ADJ catalyst-35973 122 22 learning learn VERB catalyst-35973 122 23 tethers tether NOUN catalyst-35973 122 24 pattern pattern NOUN catalyst-35973 122 25 , , PUNCT catalyst-35973 122 26 then then ADV catalyst-35973 122 27 unsupervised unsupervised ADJ catalyst-35973 122 28 machine machine NOUN catalyst-35973 122 29 learning learning NOUN catalyst-35973 122 30 generates generate VERB catalyst-35973 122 31 sets set NOUN catalyst-35973 122 32 of of ADP catalyst-35973 122 33 possibilities possibility NOUN catalyst-35973 122 34 . . PUNCT catalyst-35973 123 1 the the DET catalyst-35973 123 2 primary primary ADJ catalyst-35973 123 3 difference difference NOUN catalyst-35973 123 4 is be AUX catalyst-35973 123 5 that that SCONJ catalyst-35973 123 6 unsupervised unsupervised ADJ catalyst-35973 123 7 learning learning NOUN catalyst-35973 123 8 identifies identifie NOUN catalyst-35973 123 9 and and CCONJ catalyst-35973 123 10 “ " PUNCT catalyst-35973 123 11 clusters cluster NOUN catalyst-35973 123 12 ” " PUNCT catalyst-35973 123 13 features feature VERB catalyst-35973 123 14 through through ADP catalyst-35973 123 15 a a DET catalyst-35973 123 16 logic logic NOUN catalyst-35973 123 17 of of ADP catalyst-35973 123 18 its its PRON catalyst-35973 123 19 own own ADJ catalyst-35973 123 20 ( ( PUNCT catalyst-35973 123 21 e.g. e.g. ADV catalyst-35973 123 22 , , PUNCT catalyst-35973 123 23 “ " PUNCT catalyst-35973 123 24 if if SCONJ catalyst-35973 123 25 the the DET catalyst-35973 123 26 conditions condition NOUN catalyst-35973 123 27 of of ADP catalyst-35973 123 28 ‘ ' PUNCT catalyst-35973 123 29 car car NOUN catalyst-35973 123 30 ’ ' PUNCT catalyst-35973 123 31 or or CCONJ catalyst-35973 123 32 ‘ ' PUNCT catalyst-35973 123 33 chair chair NOUN catalyst-35973 123 34 ’ ' PUNCT catalyst-35973 123 35 can can AUX catalyst-35973 123 36 be be AUX catalyst-35973 123 37 derived derive VERB catalyst-35973 123 38 from from ADP catalyst-35973 123 39 the the DET catalyst-35973 123 40 observed observe VERB catalyst-35973 123 41 inputs input NOUN catalyst-35973 123 42 , , PUNCT catalyst-35973 123 43 then then ADV catalyst-35973 123 44 a a DET catalyst-35973 123 45 solution solution NOUN catalyst-35973 123 46 to to ADP catalyst-35973 123 47 generating generate VERB catalyst-35973 123 48 a a DET catalyst-35973 123 49 type type NOUN catalyst-35973 123 50 of of ADP catalyst-35973 123 51 car car NOUN catalyst-35973 123 52 or or CCONJ catalyst-35973 123 53 chair chair NOUN catalyst-35973 123 54 might might AUX catalyst-35973 123 55 follow follow VERB catalyst-35973 123 56 multiple multiple ADJ catalyst-35973 123 57 variations variation NOUN catalyst-35973 123 58 ” " PUNCT catalyst-35973 123 59 ) ) PUNCT catalyst-35973 123 60 . . PUNCT catalyst-35973 124 1 unsupervised unsupervised ADJ catalyst-35973 124 2 learning learning NOUN catalyst-35973 124 3 is be AUX catalyst-35973 124 4 wild wild ADJ catalyst-35973 124 5 in in ADP catalyst-35973 124 6 the the DET catalyst-35973 124 7 sense sense NOUN catalyst-35973 124 8 of of ADP catalyst-35973 124 9 working work VERB catalyst-35973 124 10 outside outside ADP catalyst-35973 124 11 of of ADP catalyst-35973 124 12 human human ADJ catalyst-35973 124 13 parameters parameter NOUN catalyst-35973 124 14 of of ADP catalyst-35973 124 15 association association NOUN catalyst-35973 124 16 and and CCONJ catalyst-35973 124 17 prediction prediction NOUN catalyst-35973 124 18 , , PUNCT catalyst-35973 124 19 with with ADP catalyst-35973 124 20 the the DET catalyst-35973 124 21 clarification clarification NOUN catalyst-35973 124 22 that that SCONJ catalyst-35973 124 23 it it PRON catalyst-35973 124 24 is be AUX catalyst-35973 124 25 the the DET catalyst-35973 124 26 system system NOUN catalyst-35973 124 27 designers designer NOUN catalyst-35973 124 28 who who PRON catalyst-35973 124 29 frame frame VERB catalyst-35973 124 30 the the DET catalyst-35973 124 31 elements element NOUN catalyst-35973 124 32 to to PART catalyst-35973 124 33 which which PRON catalyst-35973 124 34 the the DET catalyst-35973 124 35 unsupervised unsupervised ADJ catalyst-35973 124 36 learning learning NOUN catalyst-35973 124 37 system system NOUN catalyst-35973 124 38 is be AUX catalyst-35973 124 39 exposed expose VERB catalyst-35973 124 40 ( ( PUNCT catalyst-35973 124 41 coleman coleman NOUN catalyst-35973 124 42 2019 2019 NUM catalyst-35973 124 43 ) ) PUNCT catalyst-35973 124 44 . . PUNCT catalyst-35973 125 1 the the DET catalyst-35973 125 2 example example NOUN catalyst-35973 125 3 of of ADP catalyst-35973 125 4 unsupervised unsupervised ADJ catalyst-35973 125 5 learning learning NOUN catalyst-35973 125 6 i i PRON catalyst-35973 125 7 address address VERB catalyst-35973 125 8 is be AUX catalyst-35973 125 9 an an DET catalyst-35973 125 10 ai ai NOUN catalyst-35973 125 11 system system NOUN catalyst-35973 125 12 to to PART catalyst-35973 125 13 solve solve VERB catalyst-35973 125 14 the the DET catalyst-35973 125 15 game game NOUN catalyst-35973 125 16 go go VERB catalyst-35973 125 17 . . PUNCT catalyst-35973 126 1 in in ADP catalyst-35973 126 2 the the DET catalyst-35973 126 3 case case NOUN catalyst-35973 126 4 of of ADP catalyst-35973 126 5 the the DET catalyst-35973 126 6 alphago alphago NOUN catalyst-35973 126 7 zero zero NUM catalyst-35973 126 8 , , PUNCT catalyst-35973 126 9 the the DET catalyst-35973 126 10 self self NOUN catalyst-35973 126 11 - - PUNCT catalyst-35973 126 12 taught teach VERB catalyst-35973 127 1 ai ai VERB catalyst-35973 127 2 go go NOUN catalyst-35973 127 3 system system NOUN catalyst-35973 128 1 , , PUNCT catalyst-35973 128 2 the the DET catalyst-35973 128 3 mode mode NOUN catalyst-35973 128 4 of of ADP catalyst-35973 128 5 unsupervised unsupervised ADJ catalyst-35973 128 6 learning learning NOUN catalyst-35973 128 7 is be AUX catalyst-35973 128 8 coded code VERB catalyst-35973 128 9 as as ADP catalyst-35973 128 10 “ " PUNCT catalyst-35973 128 11 reinforcement reinforcement NOUN catalyst-35973 128 12 . . PUNCT catalyst-35973 128 13 ” " PUNCT catalyst-35973 129 1 as as ADP catalyst-35973 129 2 with with ADP catalyst-35973 129 3 the the DET catalyst-35973 129 4 general general ADJ catalyst-35973 129 5 category category NOUN catalyst-35973 129 6 of of ADP catalyst-35973 129 7 unsupervised unsupervised ADJ catalyst-35973 129 8 , , PUNCT catalyst-35973 129 9 reinforcement reinforcement NOUN catalyst-35973 129 10 represents represent VERB catalyst-35973 129 11 a a DET catalyst-35973 129 12 dynamic dynamic ADJ catalyst-35973 129 13 , , PUNCT catalyst-35973 129 14 unlabeled unlabeled ADJ catalyst-35973 129 15 computational computational ADJ catalyst-35973 129 16 environment environment NOUN catalyst-35973 129 17 . . PUNCT catalyst-35973 130 1 but but CCONJ catalyst-35973 130 2 the the DET catalyst-35973 130 3 key key ADJ catalyst-35973 130 4 considerations consideration NOUN catalyst-35973 130 5 with with ADP catalyst-35973 130 6 reinforcement reinforcement NOUN catalyst-35973 130 7 learning learning NOUN catalyst-35973 130 8 are be AUX catalyst-35973 130 9 the the DET catalyst-35973 130 10 goal goal NOUN catalyst-35973 130 11 specificity specificity NOUN catalyst-35973 130 12 and and CCONJ catalyst-35973 130 13 the the DET catalyst-35973 130 14 ruleset ruleset NOUN catalyst-35973 130 15 needed need VERB catalyst-35973 130 16 to to PART catalyst-35973 130 17 understand understand VERB catalyst-35973 130 18 the the DET catalyst-35973 130 19 conditions condition NOUN catalyst-35973 130 20 of of ADP catalyst-35973 130 21 that that DET catalyst-35973 130 22 goal goal NOUN catalyst-35973 130 23 — — PUNCT catalyst-35973 130 24 in in ADP catalyst-35973 130 25 this this DET catalyst-35973 130 26 case case NOUN catalyst-35973 130 27 the the DET catalyst-35973 130 28 game game NOUN catalyst-35973 130 29 of of ADP catalyst-35973 130 30 go go NOUN catalyst-35973 130 31 and and CCONJ catalyst-35973 130 32 the the DET catalyst-35973 130 33 goal goal NOUN catalyst-35973 130 34 to to PART catalyst-35973 130 35 win win VERB catalyst-35973 130 36 by by ADP catalyst-35973 130 37 teaching teach VERB catalyst-35973 130 38 itself itself PRON catalyst-35973 130 39 and and CCONJ catalyst-35973 130 40 generating generating NOUN catalyst-35973 130 41 skills skill NOUN catalyst-35973 130 42 as as SCONJ catalyst-35973 130 43 it it PRON catalyst-35973 130 44 continues continue VERB catalyst-35973 130 45 to to PART catalyst-35973 130 46 beat beat VERB catalyst-35973 130 47 its its PRON catalyst-35973 130 48 own own ADJ catalyst-35973 130 49 best good ADJ catalyst-35973 130 50 game game NOUN catalyst-35973 130 51 ( ( PUNCT catalyst-35973 130 52 feedback feedback NOUN catalyst-35973 130 53 ) ) PUNCT catalyst-35973 130 54 . . PUNCT catalyst-35973 130 55     SPACE catalyst-35973 131 1 the the DET catalyst-35973 131 2 radical radical ADJ catalyst-35973 131 3 potential potential NOUN catalyst-35973 131 4 of of ADP catalyst-35973 131 5 unsupervised unsupervised ADJ catalyst-35973 131 6 learning learning NOUN catalyst-35973 131 7 is be AUX catalyst-35973 131 8 a a DET catalyst-35973 131 9 known know VERB catalyst-35973 131 10 , , PUNCT catalyst-35973 131 11 even even ADV catalyst-35973 131 12 if if SCONJ catalyst-35973 131 13 underexplored underexplored ADJ catalyst-35973 131 14 , , PUNCT catalyst-35973 131 15 phenomenon phenomenon NOUN catalyst-35973 131 16 in in ADP catalyst-35973 131 17 ml ml NOUN catalyst-35973 131 18 . . PUNCT catalyst-35973 132 1 in in ADP catalyst-35973 132 2 their their PRON catalyst-35973 132 3 nature nature NOUN catalyst-35973 132 4 article article NOUN catalyst-35973 132 5 on on ADP catalyst-35973 132 6 deep deep ADJ catalyst-35973 132 7 learning learning NOUN catalyst-35973 132 8 , , PUNCT catalyst-35973 132 9 lecun lecun ADJ catalyst-35973 132 10 , , PUNCT catalyst-35973 132 11 bengio bengio NOUN catalyst-35973 132 12 , , PUNCT catalyst-35973 132 13 and and CCONJ catalyst-35973 132 14 hinton hinton PROPN catalyst-35973 132 15 ( ( PUNCT catalyst-35973 132 16 2015 2015 NUM catalyst-35973 132 17 ) ) PUNCT catalyst-35973 132 18 point point NOUN catalyst-35973 132 19 to to ADP catalyst-35973 132 20 the the DET catalyst-35973 132 21 “ " PUNCT catalyst-35973 132 22 catalytic catalytic ADJ catalyst-35973 132 23 effect effect NOUN catalyst-35973 132 24 ” " PUNCT catalyst-35973 132 25 of of ADP catalyst-35973 132 26 unsupervised unsupervised ADJ catalyst-35973 132 27 learning learning NOUN catalyst-35973 132 28 . . PUNCT catalyst-35973 133 1 notably notably ADV catalyst-35973 133 2 , , PUNCT catalyst-35973 133 3 they they PRON catalyst-35973 133 4 move move VERB catalyst-35973 133 5 from from ADP catalyst-35973 133 6 the the DET catalyst-35973 133 7 procedural procedural ADJ catalyst-35973 133 8 rhetoric rhetoric NOUN catalyst-35973 133 9 of of ADP catalyst-35973 133 10 the the DET catalyst-35973 133 11 predictive predictive NOUN catalyst-35973 133 12 to to ADP catalyst-35973 133 13 the the DET catalyst-35973 133 14 invocation invocation NOUN catalyst-35973 133 15 of of ADP catalyst-35973 133 16 analogy analogy NOUN catalyst-35973 133 17 — — PUNCT catalyst-35973 133 18 a a DET catalyst-35973 133 19 theory theory NOUN catalyst-35973 133 20 of of ADP catalyst-35973 133 21 mind mind NOUN catalyst-35973 133 22 as as ADP catalyst-35973 133 23 such such ADJ catalyst-35973 133 24 — — PUNCT catalyst-35973 133 25 in in ADP catalyst-35973 133 26 how how SCONJ catalyst-35973 133 27 machines machine NOUN catalyst-35973 133 28 might might AUX catalyst-35973 133 29 learn learn VERB catalyst-35973 133 30 untethered untethere VERB catalyst-35973 133 31 from from ADP catalyst-35973 133 32 pre pre ADJ catalyst-35973 133 33 - - ADJ catalyst-35973 133 34 trained train VERB catalyst-35973 133 35 data datum NOUN catalyst-35973 133 36 . . PUNCT catalyst-35973 134 1 they they PRON catalyst-35973 134 2 write write VERB catalyst-35973 134 3 , , PUNCT catalyst-35973 134 4 “ " PUNCT catalyst-35973 134 5 human human ADJ catalyst-35973 134 6 and and CCONJ catalyst-35973 134 7 animal animal NOUN catalyst-35973 134 8 learning learning NOUN catalyst-35973 134 9 is be AUX catalyst-35973 134 10 largely largely ADV catalyst-35973 134 11 unsupervised unsupervised ADJ catalyst-35973 134 12 : : PUNCT catalyst-35973 134 13 we we PRON catalyst-35973 134 14 discover discover VERB catalyst-35973 134 15 the the DET catalyst-35973 134 16 structure structure NOUN catalyst-35973 134 17 of of ADP catalyst-35973 134 18 the the DET catalyst-35973 134 19 world world NOUN catalyst-35973 134 20 by by ADP catalyst-35973 134 21 observing observe VERB catalyst-35973 134 22 it it PRON catalyst-35973 134 23 , , PUNCT catalyst-35973 134 24 not not PART catalyst-35973 134 25 by by ADP catalyst-35973 134 26 being be AUX catalyst-35973 134 27 told tell VERB catalyst-35973 134 28 the the DET catalyst-35973 134 29 name name NOUN catalyst-35973 134 30 of of ADP catalyst-35973 134 31 every every DET catalyst-35973 134 32 object object NOUN catalyst-35973 134 33 ” " PUNCT catalyst-35973 134 34 ( ( PUNCT catalyst-35973 134 35 lecun lecun ADJ catalyst-35973 134 36 , , PUNCT catalyst-35973 134 37 bengio bengio NOUN catalyst-35973 134 38 , , PUNCT catalyst-35973 134 39 and and CCONJ catalyst-35973 134 40 hinton hinton PROPN catalyst-35973 134 41 2015 2015 NUM catalyst-35973 134 42 , , PUNCT catalyst-35973 134 43 442 442 NUM catalyst-35973 134 44 ) ) PUNCT catalyst-35973 134 45 . . PUNCT catalyst-35973 135 1 in in ADP catalyst-35973 135 2 their their PRON catalyst-35973 135 3 speculative speculative ADJ catalyst-35973 135 4 view view NOUN catalyst-35973 135 5 , , PUNCT catalyst-35973 135 6 classification classification NOUN catalyst-35973 135 7 of of ADP catalyst-35973 135 8 data datum NOUN catalyst-35973 135 9 is be AUX catalyst-35973 135 10 antithetical antithetical ADJ catalyst-35973 135 11 to to ADP catalyst-35973 135 12 how how SCONJ catalyst-35973 135 13 nature nature NOUN catalyst-35973 135 14 models model NOUN catalyst-35973 135 15 learning learning NOUN catalyst-35973 135 16 — — PUNCT catalyst-35973 135 17 which which PRON catalyst-35973 135 18 is be AUX catalyst-35973 135 19 described describe VERB catalyst-35973 135 20 as as ADP catalyst-35973 135 21 a a DET catalyst-35973 135 22 process process NOUN catalyst-35973 135 23 of of ADP catalyst-35973 135 24 discovery discovery NOUN catalyst-35973 135 25 with with ADP catalyst-35973 135 26 formal formal ADJ catalyst-35973 135 27 attributes attribute NOUN catalyst-35973 135 28 : : PUNCT catalyst-35973 135 29 “ " PUNCT catalyst-35973 135 30 human human ADJ catalyst-35973 135 31 vision vision NOUN catalyst-35973 135 32 is be AUX catalyst-35973 135 33 an an DET catalyst-35973 135 34 active active ADJ catalyst-35973 135 35 process process NOUN catalyst-35973 135 36 that that PRON catalyst-35973 135 37 sequentially sequentially ADV catalyst-35973 135 38 samples sample VERB catalyst-35973 135 39 the the DET catalyst-35973 135 40 optic optic ADJ catalyst-35973 135 41 array array NOUN catalyst-35973 135 42 in in ADP catalyst-35973 135 43 an an DET catalyst-35973 135 44 intelligent intelligent ADJ catalyst-35973 135 45 , , PUNCT catalyst-35973 135 46 task task NOUN catalyst-35973 135 47 - - PUNCT catalyst-35973 135 48 specific specific ADJ catalyst-35973 135 49 way way NOUN catalyst-35973 135 50 using use VERB catalyst-35973 135 51 a a DET catalyst-35973 135 52 small small ADJ catalyst-35973 135 53 , , PUNCT catalyst-35973 135 54 high high ADJ catalyst-35973 135 55 - - PUNCT catalyst-35973 135 56 resolution resolution NOUN catalyst-35973 135 57 fovea fovea NOUN catalyst-35973 135 58 with with ADP catalyst-35973 135 59 a a DET catalyst-35973 135 60 large large ADJ catalyst-35973 135 61 , , PUNCT catalyst-35973 135 62 low low ADJ catalyst-35973 135 63 - - PUNCT catalyst-35973 135 64 resolution resolution NOUN catalyst-35973 135 65 surround surround NOUN catalyst-35973 135 66 ” " PUNCT catalyst-35973 135 67 ( ( PUNCT catalyst-35973 135 68 lecun lecun ADJ catalyst-35973 135 69 , , PUNCT catalyst-35973 135 70 bengio bengio NOUN catalyst-35973 135 71 , , PUNCT catalyst-35973 135 72 and and CCONJ catalyst-35973 135 73 hinton hinton PROPN catalyst-35973 135 74 2015 2015 NUM catalyst-35973 135 75 , , PUNCT catalyst-35973 135 76 442 442 NUM catalyst-35973 135 77 ) ) PUNCT catalyst-35973 135 78 . . PUNCT catalyst-35973 136 1 formally formally ADV catalyst-35973 136 2 , , PUNCT catalyst-35973 136 3 unsupervised unsupervised ADJ catalyst-35973 136 4 learning learning NOUN catalyst-35973 136 5 uses use VERB catalyst-35973 136 6 classifiers classifier NOUN catalyst-35973 136 7 to to PART catalyst-35973 136 8 perform perform VERB catalyst-35973 136 9 cluster cluster NOUN catalyst-35973 136 10 analysis analysis NOUN catalyst-35973 136 11 ( ( PUNCT catalyst-35973 136 12 grouping group VERB catalyst-35973 136 13 objects object NOUN catalyst-35973 136 14 that that PRON catalyst-35973 136 15 are be AUX catalyst-35973 136 16 similar similar ADJ catalyst-35973 136 17 in in ADP catalyst-35973 136 18 some some DET catalyst-35973 136 19 way way NOUN catalyst-35973 136 20 and and CCONJ catalyst-35973 136 21 dissimilar dissimilar ADJ catalyst-35973 136 22 to to ADP catalyst-35973 136 23 objects object NOUN catalyst-35973 136 24 in in ADP catalyst-35973 136 25 other other ADJ catalyst-35973 136 26 clusters cluster NOUN catalyst-35973 136 27 ) ) PUNCT catalyst-35973 136 28 . . PUNCT catalyst-35973 137 1 but but CCONJ catalyst-35973 137 2 it it PRON catalyst-35973 137 3 is be AUX catalyst-35973 137 4 the the DET catalyst-35973 137 5 ml ml NOUN catalyst-35973 137 6 system system NOUN catalyst-35973 137 7 that that PRON catalyst-35973 137 8 decides decide VERB catalyst-35973 137 9 what what PRON catalyst-35973 137 10 warrants warrant NOUN catalyst-35973 137 11 similarity similarity NOUN catalyst-35973 137 12 or or CCONJ catalyst-35973 137 13 dissimilarity dissimilarity NOUN catalyst-35973 137 14 . . PUNCT catalyst-35973 138 1 classifiers classifier NOUN catalyst-35973 138 2 modulate modulate VERB catalyst-35973 138 3 in in ADP catalyst-35973 138 4 relation relation NOUN catalyst-35973 138 5 to to ADP catalyst-35973 138 6 dynamic dynamic ADJ catalyst-35973 138 7 rules rule NOUN catalyst-35973 138 8 as as SCONJ catalyst-35973 138 9 the the DET catalyst-35973 138 10 conditions condition NOUN catalyst-35973 138 11 of of ADP catalyst-35973 138 12 learning learning NOUN catalyst-35973 138 13 are be AUX catalyst-35973 138 14 different different ADJ catalyst-35973 138 15 : : PUNCT catalyst-35973 138 16 the the DET catalyst-35973 138 17 data datum NOUN catalyst-35973 138 18 for for ADP catalyst-35973 138 19 the the DET catalyst-35973 138 20 most most ADJ catalyst-35973 138 21 part part NOUN catalyst-35973 138 22 are be AUX catalyst-35973 138 23 unlabeled unlabele VERB catalyst-35973 138 24 , , PUNCT catalyst-35973 138 25 which which PRON catalyst-35973 138 26 means mean VERB catalyst-35973 138 27 the the DET catalyst-35973 138 28 algorithm algorithm NOUN catalyst-35973 138 29 must must AUX catalyst-35973 138 30 find find VERB catalyst-35973 138 31 its its PRON catalyst-35973 138 32 own own ADJ catalyst-35973 138 33 structure structure NOUN catalyst-35973 138 34 from from ADP catalyst-35973 138 35 the the DET catalyst-35973 138 36 input input NOUN catalyst-35973 138 37 ( ( PUNCT catalyst-35973 138 38 mishra mishra PROPN catalyst-35973 138 39 2017 2017 NUM catalyst-35973 138 40 ) ) PUNCT catalyst-35973 138 41 . . PUNCT catalyst-35973 139 1 unsupervised unsupervised ADJ catalyst-35973 139 2 learning learning NOUN catalyst-35973 139 3 must must AUX catalyst-35973 139 4 locate locate VERB catalyst-35973 139 5 meaning meaning NOUN catalyst-35973 139 6 ( ( PUNCT catalyst-35973 139 7 identify identify VERB catalyst-35973 139 8 patterns pattern NOUN catalyst-35973 139 9 ) ) PUNCT catalyst-35973 139 10 in in ADP catalyst-35973 139 11 the the DET catalyst-35973 139 12 materials material NOUN catalyst-35973 139 13 to to PART catalyst-35973 139 14 which which PRON catalyst-35973 139 15 it it PRON catalyst-35973 139 16 is be AUX catalyst-35973 139 17 exposed expose VERB catalyst-35973 139 18 , , PUNCT catalyst-35973 139 19 which which PRON catalyst-35973 139 20 does do AUX catalyst-35973 139 21 not not PART catalyst-35973 139 22 necessarily necessarily ADV catalyst-35973 139 23 coincide coincide VERB catalyst-35973 139 24 with with ADP catalyst-35973 139 25 the the DET catalyst-35973 139 26 patterns pattern NOUN catalyst-35973 139 27 of of ADP catalyst-35973 139 28 association association NOUN catalyst-35973 139 29 humans human NOUN catalyst-35973 139 30 would would AUX catalyst-35973 139 31 bring bring VERB catalyst-35973 139 32 to to ADP catalyst-35973 139 33 a a DET catalyst-35973 139 34 dataset dataset NOUN catalyst-35973 139 35 . . PUNCT catalyst-35973 139 36     SPACE catalyst-35973 140 1 as as SCONJ catalyst-35973 140 2 the the DET catalyst-35973 140 3 authors author NOUN catalyst-35973 140 4 of of ADP catalyst-35973 140 5 alphago alphago NOUN catalyst-35973 140 6 zero zero NUM catalyst-35973 140 7 write write VERB catalyst-35973 140 8 , , PUNCT catalyst-35973 140 9 “ " PUNCT catalyst-35973 140 10 supervised supervise VERB catalyst-35973 140 11 learning learning NOUN catalyst-35973 140 12 systems system NOUN catalyst-35973 140 13 … … PUNCT catalyst-35973 140 14 are be AUX catalyst-35973 140 15 trained train VERB catalyst-35973 140 16 to to PART catalyst-35973 140 17 replicate replicate VERB catalyst-35973 140 18 the the DET catalyst-35973 140 19 decisions decision NOUN catalyst-35973 140 20 of of ADP catalyst-35973 140 21 human human ADJ catalyst-35973 140 22 experts expert NOUN catalyst-35973 140 23 ... ... PUNCT catalyst-35973 140 24 in in ADP catalyst-35973 140 25 contrast contrast NOUN catalyst-35973 140 26 , , PUNCT catalyst-35973 140 27 reinforcement reinforcement NOUN catalyst-35973 140 28 learning learning NOUN catalyst-35973 140 29 systems system NOUN catalyst-35973 140 30 are be AUX catalyst-35973 140 31 trained train VERB catalyst-35973 140 32 from from ADP catalyst-35973 140 33 their their PRON catalyst-35973 140 34 own own ADJ catalyst-35973 140 35 experience experience NOUN catalyst-35973 140 36 , , PUNCT catalyst-35973 140 37 in in ADP catalyst-35973 140 38 principle principle NOUN catalyst-35973 140 39 allowing allow VERB catalyst-35973 140 40 them they PRON catalyst-35973 140 41 to to PART catalyst-35973 140 42 exceed exceed VERB catalyst-35973 140 43 human human ADJ catalyst-35973 140 44 capabilities capability NOUN catalyst-35973 140 45 , , PUNCT catalyst-35973 140 46 and and CCONJ catalyst-35973 140 47 to to PART catalyst-35973 140 48 operate operate VERB catalyst-35973 140 49 in in ADP catalyst-35973 140 50 domains domain NOUN catalyst-35973 140 51 where where SCONJ catalyst-35973 140 52 human human ADJ catalyst-35973 140 53 expertise expertise NOUN catalyst-35973 140 54 is be AUX catalyst-35973 140 55 lacking lack VERB catalyst-35973 140 56 ” " PUNCT catalyst-35973 140 57 ( ( PUNCT catalyst-35973 140 58 silver silver NOUN catalyst-35973 140 59 et et PROPN catalyst-35973 140 60 al al PROPN catalyst-35973 140 61 . . PROPN catalyst-35973 140 62 2017 2017 NUM catalyst-35973 140 63 , , PUNCT catalyst-35973 140 64 1 1 NUM catalyst-35973 140 65 ) ) PUNCT catalyst-35973 140 66 . . PUNCT catalyst-35973 141 1 in in ADP catalyst-35973 141 2 mastering master VERB catalyst-35973 141 3 go go VERB catalyst-35973 141 4 without without ADP catalyst-35973 141 5 human human ADJ catalyst-35973 141 6 knowledge knowledge NOUN catalyst-35973 141 7 , , PUNCT catalyst-35973 141 8 the the DET catalyst-35973 141 9 parameters parameter NOUN catalyst-35973 141 10 of of ADP catalyst-35973 141 11 learning learning NOUN catalyst-35973 141 12 are be AUX catalyst-35973 141 13 still still ADV catalyst-35973 141 14 human human NOUN catalyst-35973 141 15 - - PUNCT catalyst-35973 141 16 framed frame VERB catalyst-35973 141 17 ( ( PUNCT catalyst-35973 141 18 i.e. i.e. X catalyst-35973 141 19 , , PUNCT catalyst-35973 141 20 what what PRON catalyst-35973 141 21 is be AUX catalyst-35973 141 22 go go VERB catalyst-35973 141 23 and and CCONJ catalyst-35973 141 24 what what PRON catalyst-35973 141 25 are be AUX catalyst-35973 141 26 the the DET catalyst-35973 141 27 rules rule NOUN catalyst-35973 141 28 ? ? PUNCT catalyst-35973 141 29 ) ) PUNCT catalyst-35973 141 30 . . PUNCT catalyst-35973 142 1 but but CCONJ catalyst-35973 142 2 the the DET catalyst-35973 142 3 process process NOUN catalyst-35973 142 4 of of ADP catalyst-35973 142 5 learning learn VERB catalyst-35973 142 6 the the DET catalyst-35973 142 7 game game NOUN catalyst-35973 142 8 does do AUX catalyst-35973 142 9 not not PART catalyst-35973 142 10 simulate simulate VERB catalyst-35973 142 11 human human ADJ catalyst-35973 142 12 expertise expertise NOUN catalyst-35973 142 13 . . PUNCT catalyst-35973 143 1 for for ADP catalyst-35973 143 2 example example NOUN catalyst-35973 143 3 , , PUNCT catalyst-35973 143 4 the the DET catalyst-35973 143 5 machinic machinic ADJ catalyst-35973 143 6 logic logic NOUN catalyst-35973 143 7 of of ADP catalyst-35973 143 8 “ " PUNCT catalyst-35973 143 9 best best ADJ catalyst-35973 143 10 game game NOUN catalyst-35973 143 11 ” " PUNCT catalyst-35973 143 12 technique technique NOUN catalyst-35973 143 13 is be AUX catalyst-35973 143 14 winning win VERB catalyst-35973 143 15 game game NOUN catalyst-35973 143 16 technique technique NOUN catalyst-35973 143 17 , , PUNCT catalyst-35973 143 18 which which PRON catalyst-35973 143 19 is be AUX catalyst-35973 143 20 not not PART catalyst-35973 143 21 in in ADP catalyst-35973 143 22 this this DET catalyst-35973 143 23 case case NOUN catalyst-35973 143 24 bound bind VERB catalyst-35973 143 25 to to ADP catalyst-35973 143 26 simulation simulation NOUN catalyst-35973 143 27 and and CCONJ catalyst-35973 143 28 prediction prediction NOUN catalyst-35973 143 29 of of ADP catalyst-35973 143 30 expert expert ADJ catalyst-35973 143 31 human human ADJ catalyst-35973 143 32 game game NOUN catalyst-35973 143 33 play play NOUN catalyst-35973 143 34 . . PUNCT catalyst-35973 144 1 the the DET catalyst-35973 144 2 monte monte PROPN catalyst-35973 144 3 carlo carlo PROPN catalyst-35973 144 4 tree tree NOUN catalyst-35973 144 5 search search VERB catalyst-35973 144 6 the the DET catalyst-35973 144 7 system system NOUN catalyst-35973 144 8 uses use VERB catalyst-35973 144 9 works work NOUN catalyst-35973 144 10 in in ADP catalyst-35973 144 11 reference reference NOUN catalyst-35973 144 12 to to ADP catalyst-35973 144 13 self self NOUN catalyst-35973 144 14 - - PUNCT catalyst-35973 144 15 play play NOUN catalyst-35973 144 16 , , PUNCT catalyst-35973 144 17 not not PART catalyst-35973 144 18 a a DET catalyst-35973 144 19 priori priori ADJ catalyst-35973 144 20 world world NOUN catalyst-35973 144 21 of of ADP catalyst-35973 144 22 go go NOUN catalyst-35973 144 23 play play NOUN catalyst-35973 144 24 . . PUNCT catalyst-35973 145 1 alphago alphago PROPN catalyst-35973 145 2 zero zero NUM catalyst-35973 145 3 learns learn VERB catalyst-35973 145 4 within within ADP catalyst-35973 145 5 the the DET catalyst-35973 145 6 parameters parameter NOUN catalyst-35973 145 7 ( ( PUNCT catalyst-35973 145 8 rule rule NOUN catalyst-35973 145 9 system system NOUN catalyst-35973 145 10 / / SYM catalyst-35973 145 11 judgement judgement NOUN catalyst-35973 145 12 of of ADP catalyst-35973 145 13 winner winner NOUN catalyst-35973 145 14 ) ) PUNCT catalyst-35973 145 15 of of ADP catalyst-35973 145 16 go go VERB catalyst-35973 145 17 as as ADP catalyst-35973 145 18 an an DET catalyst-35973 145 19 environment environment NOUN catalyst-35973 145 20 ; ; PUNCT catalyst-35973 145 21 but but CCONJ catalyst-35973 145 22 it it PRON catalyst-35973 145 23 does do AUX catalyst-35973 145 24 not not PART catalyst-35973 145 25 simulate simulate VERB catalyst-35973 145 26 human human ADJ catalyst-35973 145 27 go go NOUN catalyst-35973 145 28 play play VERB catalyst-35973 145 29 as as ADV catalyst-35973 145 30 such such ADJ catalyst-35973 145 31 . . PUNCT catalyst-35973 146 1 in in ADP catalyst-35973 146 2 the the DET catalyst-35973 146 3 three three NUM catalyst-35973 146 4 days day NOUN catalyst-35973 146 5 of of ADP catalyst-35973 146 6 training training NOUN catalyst-35973 146 7 the the DET catalyst-35973 146 8 ml ml NOUN catalyst-35973 146 9 system system NOUN catalyst-35973 146 10 , , PUNCT catalyst-35973 146 11 alphago alphago NOUN catalyst-35973 146 12 zero zero NUM catalyst-35973 146 13 “ " PUNCT catalyst-35973 146 14 progressed progress VERB catalyst-35973 146 15 from from ADP catalyst-35973 146 16 entirely entirely ADV catalyst-35973 146 17 random random ADJ catalyst-35973 146 18 moves move NOUN catalyst-35973 146 19 towards towards ADP catalyst-35973 146 20 a a DET catalyst-35973 146 21 sophisticated sophisticated ADJ catalyst-35973 146 22 understanding understanding NOUN catalyst-35973 146 23 of of ADP catalyst-35973 146 24 go go NOUN catalyst-35973 146 25 concepts concept NOUN catalyst-35973 146 26 ... ... PUNCT catalyst-35973 146 27 all all PRON catalyst-35973 146 28 discovered discover VERB catalyst-35973 146 29 from from ADP catalyst-35973 146 30 first first ADJ catalyst-35973 146 31 principles principle NOUN catalyst-35973 146 32 ” " PUNCT catalyst-35973 146 33 ( ( PUNCT catalyst-35973 146 34 silver silver NOUN catalyst-35973 146 35 et et PROPN catalyst-35973 146 36 al al PROPN catalyst-35973 146 37 . . PROPN catalyst-35973 146 38 2017 2017 NUM catalyst-35973 146 39 , , PUNCT catalyst-35973 146 40 10 10 NUM catalyst-35973 146 41 ) ) PUNCT catalyst-35973 146 42 . . PUNCT catalyst-35973 147 1 the the DET catalyst-35973 147 2 alphago alphago NOUN catalyst-35973 147 3 zero zero NUM catalyst-35973 147 4 designers designer NOUN catalyst-35973 147 5 describe describe VERB catalyst-35973 147 6 a a DET catalyst-35973 147 7 generative generative NOUN catalyst-35973 147 8 , , PUNCT catalyst-35973 147 9 as as SCONJ catalyst-35973 147 10 opposed oppose VERB catalyst-35973 147 11 to to PART catalyst-35973 147 12 simply simply ADV catalyst-35973 147 13 reproductive reproductive ADJ catalyst-35973 147 14 , , PUNCT catalyst-35973 147 15 event event NOUN catalyst-35973 147 16 in in ADP catalyst-35973 147 17 which which PRON catalyst-35973 147 18 the the DET catalyst-35973 147 19 machine machine NOUN catalyst-35973 147 20 engaged engage VERB catalyst-35973 147 21 “ " PUNCT catalyst-35973 147 22 non non ADJ catalyst-35973 147 23 - - ADJ catalyst-35973 147 24 standard standard ADJ catalyst-35973 147 25 strategies strategy NOUN catalyst-35973 147 26 ” " PUNCT catalyst-35973 147 27 outside outside ADP catalyst-35973 147 28 of of ADP catalyst-35973 147 29 the the DET catalyst-35973 147 30 scope scope NOUN catalyst-35973 147 31 of of ADP catalyst-35973 147 32 traditional traditional ADJ catalyst-35973 147 33 game game NOUN catalyst-35973 147 34 play play NOUN catalyst-35973 147 35 . . PUNCT catalyst-35973 148 1 the the DET catalyst-35973 148 2 authors author NOUN catalyst-35973 148 3 stake stake VERB catalyst-35973 148 4 their their PRON catalyst-35973 148 5 investment investment NOUN catalyst-35973 148 6 in in ADP catalyst-35973 148 7 a a DET catalyst-35973 148 8 ml ml NOUN catalyst-35973 148 9 system system NOUN catalyst-35973 148 10 that that PRON catalyst-35973 148 11 teaches teach VERB catalyst-35973 148 12 itself itself PRON catalyst-35973 148 13 to to PART catalyst-35973 148 14 “ " PUNCT catalyst-35973 148 15 exceed exceed VERB catalyst-35973 148 16 human human ADJ catalyst-35973 148 17 capabilities capability NOUN catalyst-35973 148 18 ” " PUNCT catalyst-35973 148 19 ( ( PUNCT catalyst-35973 148 20 silver silver NOUN catalyst-35973 148 21 et et PROPN catalyst-35973 148 22 al al PROPN catalyst-35973 148 23 . . PROPN catalyst-35973 148 24 2017 2017 NUM catalyst-35973 148 25 , , PUNCT catalyst-35973 148 26 1 1 NUM catalyst-35973 148 27 ) ) PUNCT catalyst-35973 148 28 . . PUNCT catalyst-35973 149 1 but but CCONJ catalyst-35973 149 2 beyond beyond ADP catalyst-35973 149 3 beating beat VERB catalyst-35973 149 4 human human ADJ catalyst-35973 149 5 experts expert NOUN catalyst-35973 149 6 ( ( PUNCT catalyst-35973 149 7 as as SCONJ catalyst-35973 149 8 stated state VERB catalyst-35973 149 9 , , PUNCT catalyst-35973 149 10 a a DET catalyst-35973 149 11 long long ADV catalyst-35973 149 12 - - PUNCT catalyst-35973 149 13 standing stand VERB catalyst-35973 149 14 telos telos NOUN catalyst-35973 149 15 of of ADP catalyst-35973 149 16 ai ai PROPN catalyst-35973 149 17 research research NOUN catalyst-35973 149 18 ) ) PUNCT catalyst-35973 149 19 , , PUNCT catalyst-35973 149 20 alphago alphago NOUN catalyst-35973 149 21 zero zero NUM catalyst-35973 149 22 demonstrates demonstrate VERB catalyst-35973 149 23 a a DET catalyst-35973 149 24 quality quality NOUN catalyst-35973 149 25 that that PRON catalyst-35973 149 26 speaks speak VERB catalyst-35973 149 27 to to ADP catalyst-35973 149 28 its its PRON catalyst-35973 149 29 wildness wildness NOUN catalyst-35973 149 30 outside outside ADP catalyst-35973 149 31 of of ADP catalyst-35973 149 32 human human ADJ catalyst-35973 149 33 thinking thinking NOUN catalyst-35973 149 34 . . PUNCT catalyst-35973 150 1 it it PRON catalyst-35973 150 2 executes execute VERB catalyst-35973 150 3 “ " PUNCT catalyst-35973 150 4 random random ADJ catalyst-35973 150 5 ” " PUNCT catalyst-35973 150 6 moves move NOUN catalyst-35973 150 7 in in ADP catalyst-35973 150 8 the the DET catalyst-35973 150 9 beginning beginning NOUN catalyst-35973 150 10 of of ADP catalyst-35973 150 11 the the DET catalyst-35973 150 12 learning learning NOUN catalyst-35973 150 13 cycle cycle NOUN catalyst-35973 150 14 , , PUNCT catalyst-35973 150 15 demonstrating demonstrate VERB catalyst-35973 150 16 an an DET catalyst-35973 150 17 active active ADJ catalyst-35973 150 18 process process NOUN catalyst-35973 150 19 toward toward ADP catalyst-35973 150 20 determination determination NOUN catalyst-35973 150 21 that that PRON catalyst-35973 150 22 does do AUX catalyst-35973 150 23 not not PART catalyst-35973 150 24 present present VERB catalyst-35973 150 25 a a DET catalyst-35973 150 26 pre pre ADJ catalyst-35973 150 27 - - ADJ catalyst-35973 150 28 given give VERB catalyst-35973 150 29 conclusion conclusion NOUN catalyst-35973 150 30 . . PUNCT catalyst-35973 151 1 in in ADP catalyst-35973 151 2 other other ADJ catalyst-35973 151 3 words word NOUN catalyst-35973 151 4 , , PUNCT catalyst-35973 151 5 the the DET catalyst-35973 151 6 primary primary ADJ catalyst-35973 151 7 epistemological epistemological ADJ catalyst-35973 151 8 unit unit NOUN catalyst-35973 151 9 is be AUX catalyst-35973 151 10 not not PART catalyst-35973 151 11 subject subject ADJ catalyst-35973 151 12 / / SYM catalyst-35973 151 13 object object NOUN catalyst-35973 151 14 but but CCONJ catalyst-35973 151 15 phenomena phenomenon NOUN catalyst-35973 151 16 . . PUNCT catalyst-35973 151 17     SPACE catalyst-35973 152 1 if if SCONJ catalyst-35973 152 2 this this PRON catalyst-35973 152 3 can can AUX catalyst-35973 152 4 be be AUX catalyst-35973 152 5 said say VERB catalyst-35973 152 6 of of ADP catalyst-35973 152 7 a a DET catalyst-35973 152 8 machinic machinic ADJ catalyst-35973 152 9 system system NOUN catalyst-35973 152 10 , , PUNCT catalyst-35973 152 11 unsupervised unsupervised ADJ catalyst-35973 152 12 ai ai NOUN catalyst-35973 152 13 wanders wander NOUN catalyst-35973 152 14 , , PUNCT catalyst-35973 152 15 collecting collect VERB catalyst-35973 152 16 and and CCONJ catalyst-35973 152 17 connecting connect VERB catalyst-35973 152 18 , , PUNCT catalyst-35973 152 19 as as SCONJ catalyst-35973 152 20 it it PRON catalyst-35973 152 21 locates locate VERB catalyst-35973 152 22 the the DET catalyst-35973 152 23 solution solution NOUN catalyst-35973 152 24 horizon horizon NOUN catalyst-35973 152 25 . . PUNCT catalyst-35973 153 1 in in ADP catalyst-35973 153 2 the the DET catalyst-35973 153 3 sense sense NOUN catalyst-35973 153 4 that that SCONJ catalyst-35973 153 5 it it PRON catalyst-35973 153 6 “ " PUNCT catalyst-35973 153 7 learns learn VERB catalyst-35973 153 8 ” " PUNCT catalyst-35973 153 9 what what PRON catalyst-35973 153 10 it it PRON catalyst-35973 153 11 is be AUX catalyst-35973 153 12 exposed expose VERB catalyst-35973 153 13 to to ADP catalyst-35973 153 14 , , PUNCT catalyst-35973 153 15 unsupervised unsupervised ADJ catalyst-35973 153 16 learning learning NOUN catalyst-35973 153 17 is be AUX catalyst-35973 153 18 itinerant itinerant ADJ catalyst-35973 153 19 and and CCONJ catalyst-35973 153 20 amoral amoral ADJ catalyst-35973 153 21 . . PUNCT catalyst-35973 154 1 a a DET catalyst-35973 154 2 particularly particularly ADV catalyst-35973 154 3 vivid vivid ADJ catalyst-35973 154 4 example example NOUN catalyst-35973 154 5 is be AUX catalyst-35973 154 6 unsupervised unsupervised ADJ catalyst-35973 154 7 learning learning NOUN catalyst-35973 154 8 in in ADP catalyst-35973 154 9 natural natural ADJ catalyst-35973 154 10 language language NOUN catalyst-35973 154 11 processing processing NOUN catalyst-35973 154 12 ( ( PUNCT catalyst-35973 154 13 nlp nlp NOUN catalyst-35973 154 14 ) ) PUNCT catalyst-35973 154 15 training training NOUN catalyst-35973 154 16 . . PUNCT catalyst-35973 155 1 unsupervised unsupervised ADJ catalyst-35973 155 2 nlp nlp ADJ catalyst-35973 155 3 experiments experiment NOUN catalyst-35973 155 4 — — PUNCT catalyst-35973 155 5 such such ADJ catalyst-35973 155 6 as as ADP catalyst-35973 155 7 microsoft microsoft PROPN catalyst-35973 155 8 ’s ’s PART catalyst-35973 155 9 tay tay PROPN catalyst-35973 155 10 and and CCONJ catalyst-35973 155 11 openai openai PROPN catalyst-35973 155 12 ’s ’s PART catalyst-35973 155 13 gpt-3 gpt-3 NUM catalyst-35973 155 14 — — PUNCT catalyst-35973 155 15 set set VERB catalyst-35973 155 16 the the DET catalyst-35973 155 17 system system NOUN catalyst-35973 155 18 free free ADJ catalyst-35973 155 19 to to PART catalyst-35973 155 20 graze graze VERB catalyst-35973 155 21 across across ADP catalyst-35973 155 22 linguistic linguistic ADJ catalyst-35973 155 23 data datum NOUN catalyst-35973 155 24 , , PUNCT catalyst-35973 155 25 “ " PUNCT catalyst-35973 155 26 reading read VERB catalyst-35973 155 27 ” " PUNCT catalyst-35973 155 28 the the DET catalyst-35973 155 29 internet internet NOUN catalyst-35973 155 30 to to PART catalyst-35973 155 31 gain gain VERB catalyst-35973 155 32 natural natural ADJ catalyst-35973 155 33 language language NOUN catalyst-35973 155 34 acumen acuman NOUN catalyst-35973 155 35 . . PUNCT catalyst-35973 156 1 it it PRON catalyst-35973 156 2 is be AUX catalyst-35973 156 3 a a DET catalyst-35973 156 4 process process NOUN catalyst-35973 156 5 that that PRON catalyst-35973 156 6 has have AUX catalyst-35973 156 7 produced produce VERB catalyst-35973 156 8 controversy controversy NOUN catalyst-35973 156 9 and and CCONJ catalyst-35973 156 10 curiosity curiosity NOUN catalyst-35973 156 11 with with ADP catalyst-35973 156 12 the the DET catalyst-35973 156 13 startling startling ADJ catalyst-35973 156 14 , , PUNCT catalyst-35973 156 15 ridiculous ridiculous ADJ catalyst-35973 156 16 , , PUNCT catalyst-35973 156 17 and and CCONJ catalyst-35973 156 18 ugly ugly ADJ catalyst-35973 156 19 utterances utterance NOUN catalyst-35973 156 20 the the DET catalyst-35973 156 21 nlps nlp NOUN catalyst-35973 156 22 have have AUX catalyst-35973 156 23 generated generate VERB catalyst-35973 156 24 ( ( PUNCT catalyst-35973 156 25 perez perez PROPN catalyst-35973 156 26 2016 2016 NUM catalyst-35973 156 27 ; ; PUNCT catalyst-35973 156 28 metz metz PROPN catalyst-35973 156 29 2020 2020 NUM catalyst-35973 156 30 ) ) PUNCT catalyst-35973 156 31 . . PUNCT catalyst-35973 157 1 in in ADP catalyst-35973 157 2 a a DET catalyst-35973 157 3 demonstrated demonstrate VERB catalyst-35973 157 4 reproduction reproduction NOUN catalyst-35973 157 5 of of ADP catalyst-35973 157 6 the the DET catalyst-35973 157 7 status status NOUN catalyst-35973 157 8 quo quo NOUN catalyst-35973 157 9 , , PUNCT catalyst-35973 157 10 the the DET catalyst-35973 157 11 internet internet NOUN catalyst-35973 157 12 teaches teach VERB catalyst-35973 157 13 nlp nlp NOUN catalyst-35973 157 14 ai ai PROPN catalyst-35973 157 15 racism racism NOUN catalyst-35973 157 16 , , PUNCT catalyst-35973 157 17 sexism sexism NOUN catalyst-35973 157 18 , , PUNCT catalyst-35973 157 19 and and CCONJ catalyst-35973 157 20 other other ADJ catalyst-35973 157 21 nastiness nastiness NOUN catalyst-35973 157 22 in in ADP catalyst-35973 157 23 record record NOUN catalyst-35973 157 24 time time NOUN catalyst-35973 157 25 . . PUNCT catalyst-35973 158 1 and and CCONJ catalyst-35973 158 2 yet yet ADV catalyst-35973 158 3 , , PUNCT catalyst-35973 158 4 what what PRON catalyst-35973 158 5 if if SCONJ catalyst-35973 158 6 one one NUM catalyst-35973 158 7 experiments experiment NOUN catalyst-35973 158 8 with with ADP catalyst-35973 158 9 the the DET catalyst-35973 158 10 idea idea NOUN catalyst-35973 158 11 that that SCONJ catalyst-35973 158 12 such such ADJ catalyst-35973 158 13 reproduction reproduction NOUN catalyst-35973 158 14 is be AUX catalyst-35973 158 15 not not PART catalyst-35973 158 16 endemic endemic ADJ catalyst-35973 158 17 to to ADP catalyst-35973 158 18 the the DET catalyst-35973 158 19 system system NOUN catalyst-35973 158 20 ? ? PUNCT catalyst-35973 159 1 that that SCONJ catalyst-35973 159 2 it it PRON catalyst-35973 159 3 is be AUX catalyst-35973 159 4 a a DET catalyst-35973 159 5 design design NOUN catalyst-35973 159 6 feature feature NOUN catalyst-35973 159 7 as as SCONJ catalyst-35973 159 8 opposed oppose VERB catalyst-35973 159 9 to to ADP catalyst-35973 159 10 its its PRON catalyst-35973 159 11 architecture architecture NOUN catalyst-35973 159 12 ? ? PUNCT catalyst-35973 160 1 if if SCONJ catalyst-35973 160 2 gpt-3 gpt-3 NOUN catalyst-35973 160 3 were be AUX catalyst-35973 160 4 reading read VERB catalyst-35973 160 5 franz franz PROPN catalyst-35973 160 6 fanon fanon PROPN catalyst-35973 160 7 and and CCONJ catalyst-35973 160 8 the the DET catalyst-35973 160 9 corpus corpus NOUN catalyst-35973 160 10 of of ADP catalyst-35973 160 11 anti anti ADJ catalyst-35973 160 12 - - ADJ catalyst-35973 160 13 colonial colonial ADJ catalyst-35973 160 14 anti anti ADJ catalyst-35973 160 15 - - ADJ catalyst-35973 160 16 oppression oppression ADJ catalyst-35973 160 17 literature literature NOUN catalyst-35973 160 18 ( ( PUNCT catalyst-35973 160 19 not not PART catalyst-35973 160 20 as as ADV catalyst-35973 160 21 vast vast ADJ catalyst-35973 160 22 as as ADP catalyst-35973 160 23 the the DET catalyst-35973 160 24 internet internet NOUN catalyst-35973 160 25 , , PUNCT catalyst-35973 160 26 but but CCONJ catalyst-35973 160 27 plenty plenty ADV catalyst-35973 160 28 big big ADJ catalyst-35973 160 29 ) ) PUNCT catalyst-35973 160 30 , , PUNCT catalyst-35973 160 31 it it PRON catalyst-35973 160 32 might might AUX catalyst-35973 160 33 speak speak VERB catalyst-35973 160 34 a a DET catalyst-35973 160 35 different different ADJ catalyst-35973 160 36 language language NOUN catalyst-35973 160 37 . . PUNCT catalyst-35973 160 38     SPACE catalyst-35973 161 1 outside outside ADV catalyst-35973 161 2 of of ADP catalyst-35973 161 3 the the DET catalyst-35973 161 4 judgement judgement NOUN catalyst-35973 161 5 of of ADP catalyst-35973 161 6 good good ADJ catalyst-35973 161 7 or or CCONJ catalyst-35973 161 8 bad bad ADJ catalyst-35973 161 9 outcomes outcome NOUN catalyst-35973 161 10 , , PUNCT catalyst-35973 161 11 unsupervised unsupervised ADJ catalyst-35973 161 12 learning learning NOUN catalyst-35973 161 13 offers offer VERB catalyst-35973 161 14 an an DET catalyst-35973 161 15 unbounded unbounded ADJ catalyst-35973 161 16 logic logic NOUN catalyst-35973 161 17 away away ADV catalyst-35973 161 18 from from ADP catalyst-35973 161 19 narrow narrow ADJ catalyst-35973 161 20 conditions condition NOUN catalyst-35973 161 21 of of ADP catalyst-35973 161 22 the the DET catalyst-35973 161 23 binary binary NOUN catalyst-35973 161 24 . . PUNCT catalyst-35973 162 1 it it PRON catalyst-35973 162 2 is be AUX catalyst-35973 162 3 not not PART catalyst-35973 162 4 gauging gauge VERB catalyst-35973 162 5 “ " PUNCT catalyst-35973 162 6 white white ADJ catalyst-35973 162 7 dog dog NOUN catalyst-35973 162 8 ” " PUNCT catalyst-35973 162 9 or or CCONJ catalyst-35973 162 10 “ " PUNCT catalyst-35973 162 11 not not PART catalyst-35973 162 12 white white ADJ catalyst-35973 162 13 dog dog NOUN catalyst-35973 162 14 ; ; PUNCT catalyst-35973 162 15 ” " PUNCT catalyst-35973 162 16 it it PRON catalyst-35973 162 17 automates automate VERB catalyst-35973 162 18 opportunistic opportunistic ADJ catalyst-35973 162 19 clustering clustering NOUN catalyst-35973 162 20 . . PUNCT catalyst-35973 163 1 unsupervised unsupervised ADJ catalyst-35973 163 2 learning learning NOUN catalyst-35973 163 3 offers offer VERB catalyst-35973 163 4 behaviors behavior NOUN catalyst-35973 163 5 outside outside ADP catalyst-35973 163 6 of of ADP catalyst-35973 163 7 a a DET catalyst-35973 163 8 preset preset ADJ catalyst-35973 163 9 condition condition NOUN catalyst-35973 163 10 . . PUNCT catalyst-35973 164 1 the the DET catalyst-35973 164 2 system system NOUN catalyst-35973 164 3 is be AUX catalyst-35973 164 4 not not PART catalyst-35973 164 5 finite finite ADJ catalyst-35973 164 6 ( ( PUNCT catalyst-35973 164 7 it it PRON catalyst-35973 164 8 is be AUX catalyst-35973 164 9 also also ADV catalyst-35973 164 10 not not PART catalyst-35973 164 11 infinite infinite ADJ catalyst-35973 164 12 ) ) PUNCT catalyst-35973 164 13 , , PUNCT catalyst-35973 164 14 in in ADP catalyst-35973 164 15 the the DET catalyst-35973 164 16 sense sense NOUN catalyst-35973 164 17 that that SCONJ catalyst-35973 164 18 it it PRON catalyst-35973 164 19 can can AUX catalyst-35973 164 20 continue continue VERB catalyst-35973 164 21 spinning spin VERB catalyst-35973 164 22 off off ADP catalyst-35973 164 23 variations variation NOUN catalyst-35973 164 24 as as ADP catalyst-35973 164 25 “ " PUNCT catalyst-35973 164 26 decisions decision NOUN catalyst-35973 164 27 ” " PUNCT catalyst-35973 164 28 ( ( PUNCT catalyst-35973 164 29 coleman coleman NOUN catalyst-35973 164 30 2019 2019 NUM catalyst-35973 164 31 ) ) PUNCT catalyst-35973 164 32 . . PUNCT catalyst-35973 165 1 in in ADP catalyst-35973 165 2 this this DET catalyst-35973 165 3 sense sense NOUN catalyst-35973 165 4 , , PUNCT catalyst-35973 165 5 ai ai VERB catalyst-35973 165 6 exceeds exceed NOUN catalyst-35973 165 7 itself itself PRON catalyst-35973 165 8 . . PUNCT catalyst-35973 166 1 by by ADP catalyst-35973 166 2 design design NOUN catalyst-35973 166 3 , , PUNCT catalyst-35973 166 4 it it PRON catalyst-35973 166 5 generates generate VERB catalyst-35973 166 6 , , PUNCT catalyst-35973 166 7 versioning versione VERB catalyst-35973 166 8 possible possible ADJ catalyst-35973 166 9 outcomes outcome NOUN catalyst-35973 166 10 until until SCONJ catalyst-35973 166 11 its its PRON catalyst-35973 166 12 humans human NOUN catalyst-35973 166 13 decide decide VERB catalyst-35973 166 14 which which DET catalyst-35973 166 15 path path NOUN catalyst-35973 166 16 to to PART catalyst-35973 166 17 follow follow VERB catalyst-35973 166 18 . . PUNCT catalyst-35973 167 1 the the DET catalyst-35973 167 2 generation generation NOUN catalyst-35973 167 3 of of ADP catalyst-35973 167 4 outcomes outcome NOUN catalyst-35973 167 5 as as SCONJ catalyst-35973 167 6 opposed oppose VERB catalyst-35973 167 7 to to ADP catalyst-35973 167 8 the the DET catalyst-35973 167 9 reproduction reproduction NOUN catalyst-35973 167 10 of of ADP catalyst-35973 167 11 preset preset ADJ catalyst-35973 167 12 conditions condition NOUN catalyst-35973 167 13 may may AUX catalyst-35973 167 14 be be AUX catalyst-35973 167 15 the the DET catalyst-35973 167 16 most most ADV catalyst-35973 167 17 experimental experimental ADJ catalyst-35973 167 18 and and CCONJ catalyst-35973 167 19 exciting exciting ADJ catalyst-35973 167 20 aspect aspect NOUN catalyst-35973 167 21 of of ADP catalyst-35973 167 22 current current ADJ catalyst-35973 167 23 ai ai NOUN catalyst-35973 167 24 . . PUNCT catalyst-35973 167 25     SPACE catalyst-35973 167 26 technology technology NOUN catalyst-35973 167 27 of of ADP catalyst-35973 167 28 the the DET catalyst-35973 167 29 surround surround NOUN catalyst-35973 167 30 the the DET catalyst-35973 167 31 sociotechnical sociotechnical ADJ catalyst-35973 167 32 state state NOUN catalyst-35973 167 33 of of ADP catalyst-35973 167 34 ai ai NOUN catalyst-35973 167 35 sits sit NOUN catalyst-35973 167 36 at at ADP catalyst-35973 167 37 an an DET catalyst-35973 167 38 ontological ontological ADJ catalyst-35973 167 39 crossroads crossroad NOUN catalyst-35973 167 40 . . PUNCT catalyst-35973 168 1 the the DET catalyst-35973 168 2 dominant dominant ADJ catalyst-35973 168 3 paradigm paradigm NOUN catalyst-35973 168 4 of of ADP catalyst-35973 168 5 predictive predictive ADJ catalyst-35973 168 6 ai ai PROPN catalyst-35973 168 7 simulates simulate NOUN catalyst-35973 168 8 a a DET catalyst-35973 168 9 command command NOUN catalyst-35973 168 10 - - PUNCT catalyst-35973 168 11 control control NOUN catalyst-35973 168 12 system system NOUN catalyst-35973 168 13 that that PRON catalyst-35973 168 14 can can AUX catalyst-35973 168 15 be be AUX catalyst-35973 168 16 aimed aim VERB catalyst-35973 168 17 like like ADP catalyst-35973 168 18 a a DET catalyst-35973 168 19 weapon weapon NOUN catalyst-35973 168 20 — — PUNCT catalyst-35973 168 21 the the DET catalyst-35973 168 22 “ " PUNCT catalyst-35973 168 23 killer killer NOUN catalyst-35973 168 24 robots robot NOUN catalyst-35973 168 25 ” " PUNCT catalyst-35973 168 26 of of ADP catalyst-35973 168 27 a a DET catalyst-35973 168 28 military military ADJ catalyst-35973 168 29 postindustrial postindustrial ADJ catalyst-35973 168 30 complex complex NOUN catalyst-35973 168 31 as as ADV catalyst-35973 168 32 well well ADV catalyst-35973 168 33 as as ADP catalyst-35973 168 34 the the DET catalyst-35973 168 35 quotidian quotidian ADJ catalyst-35973 168 36 application application NOUN catalyst-35973 168 37 of of ADP catalyst-35973 168 38 ubiquitous ubiquitous ADJ catalyst-35973 168 39 computing computing NOUN catalyst-35973 168 40 . . PUNCT catalyst-35973 169 1 in in ADP catalyst-35973 169 2 such such DET catalyst-35973 169 3 a a DET catalyst-35973 169 4 formulation formulation NOUN catalyst-35973 169 5 , , PUNCT catalyst-35973 169 6 these these PRON catalyst-35973 169 7 are be AUX catalyst-35973 169 8 technologies technology NOUN catalyst-35973 169 9 of of ADP catalyst-35973 169 10 oppression oppression NOUN catalyst-35973 169 11 that that PRON catalyst-35973 169 12 continue continue VERB catalyst-35973 169 13 to to PART catalyst-35973 169 14 power power VERB catalyst-35973 169 15 the the DET catalyst-35973 169 16 extractive extractive ADJ catalyst-35973 169 17 practices practice NOUN catalyst-35973 169 18 and and CCONJ catalyst-35973 169 19 constitutional constitutional ADJ catalyst-35973 169 20 imaginaries imaginary NOUN catalyst-35973 169 21 of of ADP catalyst-35973 169 22 a a DET catalyst-35973 169 23 colonial colonial ADJ catalyst-35973 169 24 sublime sublime NOUN catalyst-35973 169 25 . . PUNCT catalyst-35973 170 1 with with ADP catalyst-35973 170 2 the the DET catalyst-35973 170 3 term term NOUN catalyst-35973 170 4 colonial colonial NOUN catalyst-35973 170 5 sublime sublime NOUN catalyst-35973 170 6 , , PUNCT catalyst-35973 170 7 i i PRON catalyst-35973 170 8 signal signal VERB catalyst-35973 170 9 an an DET catalyst-35973 170 10 event event NOUN catalyst-35973 170 11 horizon horizon NOUN catalyst-35973 170 12 wherein wherein SCONJ catalyst-35973 170 13 the the DET catalyst-35973 170 14 mechanisms mechanism NOUN catalyst-35973 170 15 by by ADP catalyst-35973 170 16 which which PRON catalyst-35973 170 17 hierarchies hierarchy NOUN catalyst-35973 170 18 of of ADP catalyst-35973 170 19 valuation valuation NOUN catalyst-35973 170 20 of of ADP catalyst-35973 170 21 life life NOUN catalyst-35973 170 22 are be AUX catalyst-35973 170 23 continuously continuously ADV catalyst-35973 170 24 erased erase VERB catalyst-35973 170 25 for for ADP catalyst-35973 170 26 a a DET catalyst-35973 170 27 violent violent ADJ catalyst-35973 170 28 logic logic NOUN catalyst-35973 170 29 of of ADP catalyst-35973 170 30 naturalization naturalization NOUN catalyst-35973 170 31 . . PUNCT catalyst-35973 171 1 in in ADP catalyst-35973 171 2 this this DET catalyst-35973 171 3 sense sense NOUN catalyst-35973 171 4 , , PUNCT catalyst-35973 171 5 the the DET catalyst-35973 171 6 colonial colonial NOUN catalyst-35973 171 7 sublime sublime NOUN catalyst-35973 171 8 produces produce VERB catalyst-35973 171 9 its its PRON catalyst-35973 171 10 own own ADJ catalyst-35973 171 11 biopolitic biopolitic NOUN catalyst-35973 171 12 of of ADP catalyst-35973 171 13 “ " PUNCT catalyst-35973 171 14 black black ADJ catalyst-35973 171 15 box box NOUN catalyst-35973 171 16 ” " PUNCT catalyst-35973 171 17 logics logic NOUN catalyst-35973 171 18 , , PUNCT catalyst-35973 171 19 obscuring obscure VERB catalyst-35973 171 20 its its PRON catalyst-35973 171 21 own own ADJ catalyst-35973 171 22 mode mode NOUN catalyst-35973 171 23 of of ADP catalyst-35973 171 24 reification reification NOUN catalyst-35973 171 25 in in ADP catalyst-35973 171 26 the the DET catalyst-35973 171 27 production production NOUN catalyst-35973 171 28 of of ADP catalyst-35973 171 29 technologies technology NOUN catalyst-35973 171 30 of of ADP catalyst-35973 171 31 oppression oppression NOUN catalyst-35973 171 32 . . PUNCT catalyst-35973 172 1 in in ADP catalyst-35973 172 2 light light NOUN catalyst-35973 172 3 of of ADP catalyst-35973 172 4 this this DET catalyst-35973 172 5 protracted protract VERB catalyst-35973 172 6 liminality liminality NOUN catalyst-35973 172 7 , , PUNCT catalyst-35973 172 8 another another DET catalyst-35973 172 9 direction direction NOUN catalyst-35973 172 10 is be AUX catalyst-35973 172 11 a a DET catalyst-35973 172 12 turn turn NOUN catalyst-35973 172 13 to to ADP catalyst-35973 172 14 the the DET catalyst-35973 172 15 wild wild NOUN catalyst-35973 172 16 — — PUNCT catalyst-35973 172 17 the the DET catalyst-35973 172 18 possibility possibility NOUN catalyst-35973 172 19 of of ADP catalyst-35973 172 20 an an DET catalyst-35973 172 21 ai ai NOUN catalyst-35973 172 22 increasingly increasingly ADV catalyst-35973 172 23 outside outside ADV catalyst-35973 172 24 of of ADP catalyst-35973 172 25 a a DET catalyst-35973 172 26 command command NOUN catalyst-35973 172 27 - - PUNCT catalyst-35973 172 28 control control NOUN catalyst-35973 172 29 scope scope NOUN catalyst-35973 172 30 . . PUNCT catalyst-35973 173 1 in in ADP catalyst-35973 173 2 this this DET catalyst-35973 173 3 sense sense NOUN catalyst-35973 173 4 , , PUNCT catalyst-35973 173 5 ai ai VERB catalyst-35973 173 6 exceeds exceed VERB catalyst-35973 173 7 itself itself PRON catalyst-35973 173 8 as as ADP catalyst-35973 173 9 a a DET catalyst-35973 173 10 technology technology NOUN catalyst-35973 173 11 of of ADP catalyst-35973 173 12 the the DET catalyst-35973 173 13 surround surround NOUN catalyst-35973 173 14 . . PUNCT catalyst-35973 173 15     SPACE catalyst-35973 174 1 a a DET catalyst-35973 174 2 technology technology NOUN catalyst-35973 174 3 of of ADP catalyst-35973 174 4 the the DET catalyst-35973 174 5 surround surround NOUN catalyst-35973 174 6 is be AUX catalyst-35973 174 7 both both CCONJ catalyst-35973 174 8 ubiquitous ubiquitous ADJ catalyst-35973 174 9 and and CCONJ catalyst-35973 174 10 unregulated unregulated ADJ catalyst-35973 174 11 . . PUNCT catalyst-35973 175 1 it it PRON catalyst-35973 175 2 is be AUX catalyst-35973 175 3 the the DET catalyst-35973 175 4 manifestation manifestation NOUN catalyst-35973 175 5 of of ADP catalyst-35973 175 6 machine machine NOUN catalyst-35973 175 7 - - PUNCT catalyst-35973 175 8 to to ADP catalyst-35973 175 9 - - PUNCT catalyst-35973 175 10 machine machine NOUN catalyst-35973 175 11 communications communication NOUN catalyst-35973 175 12 that that PRON catalyst-35973 175 13 leave leave VERB catalyst-35973 175 14 the the DET catalyst-35973 175 15 human human NOUN catalyst-35973 175 16 out out ADP catalyst-35973 175 17 of of ADP catalyst-35973 175 18 the the DET catalyst-35973 175 19 loop loop NOUN catalyst-35973 175 20 in in ADP catalyst-35973 175 21 the the DET catalyst-35973 175 22 data datum NOUN catalyst-35973 175 23 chatter chatter NOUN catalyst-35973 175 24 . . PUNCT catalyst-35973 176 1 in in ADP catalyst-35973 176 2 the the DET catalyst-35973 176 3 array array NOUN catalyst-35973 176 4 of of ADP catalyst-35973 176 5 things thing NOUN catalyst-35973 176 6 — — PUNCT catalyst-35973 176 7 the the DET catalyst-35973 176 8 sensors sensor NOUN catalyst-35973 176 9 and and CCONJ catalyst-35973 176 10 other other ADJ catalyst-35973 176 11 informatic informatic ADJ catalyst-35973 176 12 relays relay NOUN catalyst-35973 176 13 — — PUNCT catalyst-35973 176 14 one one NUM catalyst-35973 176 15 is be AUX catalyst-35973 176 16 literally literally ADV catalyst-35973 176 17 surrounded surround VERB catalyst-35973 176 18 . . PUNCT catalyst-35973 177 1 additionally additionally ADV catalyst-35973 177 2 ( ( PUNCT catalyst-35973 177 3 historically historically ADV catalyst-35973 177 4 ) ) PUNCT catalyst-35973 177 5 , , PUNCT catalyst-35973 177 6 a a DET catalyst-35973 177 7 technology technology NOUN catalyst-35973 177 8 of of ADP catalyst-35973 177 9 the the DET catalyst-35973 177 10 surround surround NOUN catalyst-35973 177 11 is be AUX catalyst-35973 177 12 an an DET catalyst-35973 177 13 itinerant itinerant ADJ catalyst-35973 177 14 thing thing NOUN catalyst-35973 177 15 that that PRON catalyst-35973 177 16 moves move VERB catalyst-35973 177 17 at at ADP catalyst-35973 177 18 a a DET catalyst-35973 177 19 tempo tempo NOUN catalyst-35973 177 20 ( ( PUNCT catalyst-35973 177 21 adrift adrift ADJ catalyst-35973 177 22 ) ) PUNCT catalyst-35973 177 23 outside outside ADP catalyst-35973 177 24 of of ADP catalyst-35973 177 25 locked lock VERB catalyst-35973 177 26 - - PUNCT catalyst-35973 177 27 in in ADP catalyst-35973 177 28 boundaries boundary NOUN catalyst-35973 177 29 . . PUNCT catalyst-35973 178 1 if if SCONJ catalyst-35973 178 2 technologies technology NOUN catalyst-35973 178 3 of of ADP catalyst-35973 178 4 power power NOUN catalyst-35973 178 5 rely rely VERB catalyst-35973 178 6 on on ADP catalyst-35973 178 7 putting put VERB catalyst-35973 178 8 things thing NOUN catalyst-35973 178 9 in in ADP catalyst-35973 178 10 their their PRON catalyst-35973 178 11 proper proper ADJ catalyst-35973 178 12 place place NOUN catalyst-35973 178 13 , , PUNCT catalyst-35973 178 14 then then ADV catalyst-35973 178 15 a a DET catalyst-35973 178 16 technology technology NOUN catalyst-35973 178 17 of of ADP catalyst-35973 178 18 the the DET catalyst-35973 178 19 surround surround NOUN catalyst-35973 178 20 presents present VERB catalyst-35973 178 21 a a DET catalyst-35973 178 22 contrapuntal contrapuntal ADJ catalyst-35973 178 23 , , PUNCT catalyst-35973 178 24 as as ADP catalyst-35973 178 25 independent independent ADJ catalyst-35973 178 26 , , PUNCT catalyst-35973 178 27 adjacent adjacent ADJ catalyst-35973 178 28 , , PUNCT catalyst-35973 178 29 yet yet CCONJ catalyst-35973 178 30 still still ADV catalyst-35973 178 31 in in ADP catalyst-35973 178 32 relation relation NOUN catalyst-35973 178 33 . . PUNCT catalyst-35973 179 1 to to PART catalyst-35973 179 2 best well ADV catalyst-35973 179 3 follow follow VERB catalyst-35973 179 4 the the DET catalyst-35973 179 5 liberatory liberatory ADJ catalyst-35973 179 6 function function NOUN catalyst-35973 179 7 of of ADP catalyst-35973 179 8 a a DET catalyst-35973 179 9 technology technology NOUN catalyst-35973 179 10 of of ADP catalyst-35973 179 11 the the DET catalyst-35973 179 12 surround surround NOUN catalyst-35973 179 13 , , PUNCT catalyst-35973 179 14 one one PRON catalyst-35973 179 15 must must AUX catalyst-35973 179 16 follow follow VERB catalyst-35973 179 17 the the DET catalyst-35973 179 18 root root NOUN catalyst-35973 179 19 system system NOUN catalyst-35973 179 20 of of ADP catalyst-35973 179 21 its its PRON catalyst-35973 179 22 genealogy genealogy NOUN catalyst-35973 179 23 . . PUNCT catalyst-35973 179 24     SPACE catalyst-35973 180 1 black black ADJ catalyst-35973 180 2 studies study NOUN catalyst-35973 180 3 theorists theorist VERB catalyst-35973 180 4 harney harney NOUN catalyst-35973 180 5 and and CCONJ catalyst-35973 180 6 moten moten PROPN catalyst-35973 180 7 , , PUNCT catalyst-35973 180 8 in in ADP catalyst-35973 180 9 their their PRON catalyst-35973 180 10 influential influential ADJ catalyst-35973 180 11 work work NOUN catalyst-35973 180 12 the the DET catalyst-35973 180 13 undercommons undercommon NOUN catalyst-35973 180 14 ( ( PUNCT catalyst-35973 180 15 2013 2013 NUM catalyst-35973 180 16 ) ) PUNCT catalyst-35973 180 17 , , PUNCT catalyst-35973 180 18 describe describe VERB catalyst-35973 180 19 one one NUM catalyst-35973 180 20 of of ADP catalyst-35973 180 21 their their PRON catalyst-35973 180 22 key key ADJ catalyst-35973 180 23 figures figure NOUN catalyst-35973 180 24 , , PUNCT catalyst-35973 180 25 the the DET catalyst-35973 180 26 surround surround NOUN catalyst-35973 180 27 , , PUNCT catalyst-35973 180 28 as as ADP catalyst-35973 180 29 a a DET catalyst-35973 180 30 topos topos NOUN catalyst-35973 180 31 — — PUNCT catalyst-35973 180 32 a a DET catalyst-35973 180 33 space space NOUN catalyst-35973 180 34 outside outside ADP catalyst-35973 180 35 of of ADP catalyst-35973 180 36 the the DET catalyst-35973 180 37 governance governance NOUN catalyst-35973 180 38 of of ADP catalyst-35973 180 39 an an DET catalyst-35973 180 40 enlightenment enlightenment ADJ catalyst-35973 180 41 legacy legacy NOUN catalyst-35973 180 42 . . PUNCT catalyst-35973 181 1 in in ADP catalyst-35973 181 2 their their PRON catalyst-35973 181 3 text text NOUN catalyst-35973 181 4 , , PUNCT catalyst-35973 181 5 it it PRON catalyst-35973 181 6 is be AUX catalyst-35973 181 7 the the DET catalyst-35973 181 8 location location NOUN catalyst-35973 181 9 in in ADP catalyst-35973 181 10 which which PRON catalyst-35973 181 11 blackness blackness NOUN catalyst-35973 181 12 is be AUX catalyst-35973 181 13 unmoored unmoored ADJ catalyst-35973 181 14 from from ADP catalyst-35973 181 15 historical historical ADJ catalyst-35973 181 16 and and CCONJ catalyst-35973 181 17 ontological ontological ADJ catalyst-35973 181 18 constraints constraint NOUN catalyst-35973 181 19 , , PUNCT catalyst-35973 181 20 as as ADP catalyst-35973 181 21 the the DET catalyst-35973 181 22 “ " PUNCT catalyst-35973 181 23 thing thing NOUN catalyst-35973 181 24 that that PRON catalyst-35973 181 25 loses lose VERB catalyst-35973 181 26 and and CCONJ catalyst-35973 181 27 finds find VERB catalyst-35973 181 28 itself itself PRON catalyst-35973 181 29 ” " PUNCT catalyst-35973 181 30 ( ( PUNCT catalyst-35973 181 31 harney harney NOUN catalyst-35973 181 32 and and CCONJ catalyst-35973 181 33 moten moten PROPN catalyst-35973 181 34 2013 2013 NUM catalyst-35973 181 35 , , PUNCT catalyst-35973 181 36 49 49 NUM catalyst-35973 181 37 ) ) PUNCT catalyst-35973 181 38 . . PUNCT catalyst-35973 182 1 by by ADP catalyst-35973 182 2 configuring configure VERB catalyst-35973 182 3 the the DET catalyst-35973 182 4 event event NOUN catalyst-35973 182 5 of of ADP catalyst-35973 182 6 blackness blackness NOUN catalyst-35973 182 7 — — PUNCT catalyst-35973 182 8 the the DET catalyst-35973 182 9 surround surround NOUN catalyst-35973 182 10 — — PUNCT catalyst-35973 182 11 as as ADP catalyst-35973 182 12 “ " PUNCT catalyst-35973 182 13 losing lose VERB catalyst-35973 182 14 and and CCONJ catalyst-35973 182 15 finding finding NOUN catalyst-35973 182 16 , , PUNCT catalyst-35973 182 17 ” " PUNCT catalyst-35973 182 18 harney harney NOUN catalyst-35973 182 19 and and CCONJ catalyst-35973 182 20 moten moten PROPN catalyst-35973 182 21 hail hail PROPN catalyst-35973 182 22 a a DET catalyst-35973 182 23 long long ADJ catalyst-35973 182 24 tradition tradition NOUN catalyst-35973 182 25 of of ADP catalyst-35973 182 26 disruptive disruptive ADJ catalyst-35973 182 27 positionalities positionalitie NOUN catalyst-35973 182 28 that that PRON catalyst-35973 182 29 abandon abandon VERB catalyst-35973 182 30 binaries binary NOUN catalyst-35973 182 31 such such ADJ catalyst-35973 182 32 as as ADP catalyst-35973 182 33 master master NOUN catalyst-35973 182 34 / / SYM catalyst-35973 182 35 slave slave NOUN catalyst-35973 182 36 , , PUNCT catalyst-35973 182 37 subject subject ADJ catalyst-35973 182 38 / / SYM catalyst-35973 182 39 object object NOUN catalyst-35973 182 40 , , PUNCT catalyst-35973 182 41 and and CCONJ catalyst-35973 182 42 society society NOUN catalyst-35973 182 43 / / SYM catalyst-35973 182 44 nature nature NOUN catalyst-35973 182 45 . . PUNCT catalyst-35973 183 1 the the DET catalyst-35973 183 2 subversion subversion NOUN catalyst-35973 183 3 of of ADP catalyst-35973 183 4 entrenched entrenched ADJ catalyst-35973 183 5 norms norm NOUN catalyst-35973 183 6 is be AUX catalyst-35973 183 7 the the DET catalyst-35973 183 8 very very ADJ catalyst-35973 183 9 event event NOUN catalyst-35973 183 10 of of ADP catalyst-35973 183 11 “ " PUNCT catalyst-35973 183 12 losing lose VERB catalyst-35973 183 13 and and CCONJ catalyst-35973 183 14 finding finding NOUN catalyst-35973 183 15 ” " PUNCT catalyst-35973 183 16 that that PRON catalyst-35973 183 17 happens happen VERB catalyst-35973 183 18 outside outside ADP catalyst-35973 183 19 of of ADP catalyst-35973 183 20 the the DET catalyst-35973 183 21 light light NOUN catalyst-35973 183 22 of of ADP catalyst-35973 183 23 the the DET catalyst-35973 183 24 fort fort NOUN catalyst-35973 183 25 , , PUNCT catalyst-35973 183 26 the the DET catalyst-35973 183 27 reigning reign VERB catalyst-35973 183 28 figure figure NOUN catalyst-35973 183 29 in in ADP catalyst-35973 183 30 their their PRON catalyst-35973 183 31 text text NOUN catalyst-35973 183 32 of of ADP catalyst-35973 183 33 settler settler NOUN catalyst-35973 183 34 colonial colonial ADJ catalyst-35973 183 35 empire empire NOUN catalyst-35973 183 36 . . PUNCT catalyst-35973 183 37     SPACE catalyst-35973 183 38 under under ADP catalyst-35973 183 39 various various ADJ catalyst-35973 183 40 guises guise NOUN catalyst-35973 183 41 , , PUNCT catalyst-35973 183 42 the the DET catalyst-35973 183 43 surround surround NOUN catalyst-35973 183 44 figures figure NOUN catalyst-35973 183 45 broadly broadly ADV catalyst-35973 183 46 into into ADP catalyst-35973 183 47 the the DET catalyst-35973 183 48 telos telos NOUN catalyst-35973 183 49 of of ADP catalyst-35973 183 50 blackness blackness NOUN catalyst-35973 183 51 in in ADP catalyst-35973 183 52 the the DET catalyst-35973 183 53 americas america NOUN catalyst-35973 183 54 ( ( PUNCT catalyst-35973 183 55 and and CCONJ catalyst-35973 183 56 recursively recursively ADV catalyst-35973 183 57 in in ADP catalyst-35973 183 58 the the DET catalyst-35973 183 59 contemporary contemporary ADJ catalyst-35973 183 60 world world NOUN catalyst-35973 183 61 ) ) PUNCT catalyst-35973 183 62 , , PUNCT catalyst-35973 183 63 as as SCONJ catalyst-35973 183 64 it it PRON catalyst-35973 183 65 is be AUX catalyst-35973 183 66 the the DET catalyst-35973 183 67 space space NOUN catalyst-35973 183 68 of of ADP catalyst-35973 183 69 the the DET catalyst-35973 183 70 underground underground NOUN catalyst-35973 183 71 , , PUNCT catalyst-35973 183 72 where where SCONJ catalyst-35973 183 73 one one PRON catalyst-35973 183 74 slips slip VERB catalyst-35973 183 75 away away ADV catalyst-35973 183 76 from from ADP catalyst-35973 183 77 the the DET catalyst-35973 183 78 half half ADJ catalyst-35973 183 79 - - PUNCT catalyst-35973 183 80 lives life NOUN catalyst-35973 183 81 of of ADP catalyst-35973 183 82 the the DET catalyst-35973 183 83 colonial colonial NOUN catalyst-35973 183 84 sublime sublime NOUN catalyst-35973 183 85 . . PUNCT catalyst-35973 184 1 in in ADP catalyst-35973 184 2 thinking think VERB catalyst-35973 184 3 the the DET catalyst-35973 184 4 surround surround NOUN catalyst-35973 184 5 as as ADP catalyst-35973 184 6 a a DET catalyst-35973 184 7 fertile fertile ADJ catalyst-35973 184 8 space space NOUN catalyst-35973 184 9 in in ADP catalyst-35973 184 10 which which PRON catalyst-35973 184 11 to to PART catalyst-35973 184 12 decouple decouple VERB catalyst-35973 184 13 ai ai VERB catalyst-35973 184 14 from from ADP catalyst-35973 184 15 the the DET catalyst-35973 184 16 dominance dominance NOUN catalyst-35973 184 17 of of ADP catalyst-35973 184 18 the the DET catalyst-35973 184 19 predictive predictive ADJ catalyst-35973 184 20 model model NOUN catalyst-35973 184 21 and and CCONJ catalyst-35973 184 22 more more ADV catalyst-35973 184 23 broadly broadly ADV catalyst-35973 184 24 from from ADP catalyst-35973 184 25 an an DET catalyst-35973 184 26 ontology ontology NOUN catalyst-35973 184 27 of of ADP catalyst-35973 184 28 technologies technology NOUN catalyst-35973 184 29 of of ADP catalyst-35973 184 30 oppression oppression NOUN catalyst-35973 184 31 , , PUNCT catalyst-35973 184 32 one one PRON catalyst-35973 184 33 encounters encounter VERB catalyst-35973 184 34 the the DET catalyst-35973 184 35 liberatory liberatory ADJ catalyst-35973 184 36 possibility possibility NOUN catalyst-35973 184 37 of of ADP catalyst-35973 184 38 black black ADJ catalyst-35973 184 39 techné techné NOUN catalyst-35973 184 40 , , PUNCT catalyst-35973 184 41 a a DET catalyst-35973 184 42 coalition coalition NOUN catalyst-35973 184 43 of of ADP catalyst-35973 184 44 an an DET catalyst-35973 184 45 aesthetics aesthetic NOUN catalyst-35973 184 46 , , PUNCT catalyst-35973 184 47 a a DET catalyst-35973 184 48 politics politic NOUN catalyst-35973 184 49 , , PUNCT catalyst-35973 184 50 and and CCONJ catalyst-35973 184 51 a a DET catalyst-35973 184 52 positionality positionality NOUN catalyst-35973 184 53 characterized characterize VERB catalyst-35973 184 54 by by ADP catalyst-35973 184 55 the the DET catalyst-35973 184 56 itinerant itinerant ADJ catalyst-35973 184 57 and and CCONJ catalyst-35973 184 58 profoundly profoundly ADV catalyst-35973 184 59 iterative iterative NOUN catalyst-35973 184 60 . . PUNCT catalyst-35973 185 1 with with ADP catalyst-35973 185 2 the the DET catalyst-35973 185 3 most most ADV catalyst-35973 185 4 historical historical ADJ catalyst-35973 185 5 relation relation NOUN catalyst-35973 185 6 to to ADP catalyst-35973 185 7 black black ADJ catalyst-35973 185 8 agency agency NOUN catalyst-35973 185 9 , , PUNCT catalyst-35973 185 10 black black ADJ catalyst-35973 185 11 techné techné NOUN catalyst-35973 185 12 is be AUX catalyst-35973 185 13 evident evident ADJ catalyst-35973 185 14 in in ADP catalyst-35973 185 15 harney harney NOUN catalyst-35973 185 16 and and CCONJ catalyst-35973 185 17 moten moten PROPN catalyst-35973 185 18 ’s ’s PART catalyst-35973 185 19 concept concept NOUN catalyst-35973 185 20 of of ADP catalyst-35973 185 21 the the DET catalyst-35973 185 22 surround surround NOUN catalyst-35973 185 23 . . PUNCT catalyst-35973 186 1 yet yet CCONJ catalyst-35973 186 2 it it PRON catalyst-35973 186 3 also also ADV catalyst-35973 186 4 arrives arrive VERB catalyst-35973 186 5 in in ADP catalyst-35973 186 6 key key ADJ catalyst-35973 186 7 concepts concept NOUN catalyst-35973 186 8 of of ADP catalyst-35973 186 9 philosopher philosopher NOUN catalyst-35973 186 10 of of ADP catalyst-35973 186 11 technology technology NOUN catalyst-35973 186 12 parisi parisi PROPN catalyst-35973 186 13 and and CCONJ catalyst-35973 186 14 feminist feminist PROPN catalyst-35973 186 15 technoscience technoscience PROPN catalyst-35973 186 16 theorist theorist NOUN catalyst-35973 186 17 barad barad NOUN catalyst-35973 186 18 where where SCONJ catalyst-35973 186 19 the the DET catalyst-35973 186 20 mandate mandate NOUN catalyst-35973 186 21 is be AUX catalyst-35973 186 22 to to PART catalyst-35973 186 23 accelerate accelerate VERB catalyst-35973 186 24 and and CCONJ catalyst-35973 186 25 augment augment VERB catalyst-35973 186 26 the the DET catalyst-35973 186 27 process process NOUN catalyst-35973 186 28 of of ADP catalyst-35973 186 29 unbinding unbind VERB catalyst-35973 186 30 from from ADP catalyst-35973 186 31 a a DET catalyst-35973 186 32 ruthless ruthless ADJ catalyst-35973 186 33 logic logic NOUN catalyst-35973 186 34 of of ADP catalyst-35973 186 35 repetition repetition NOUN catalyst-35973 186 36 as as ADP catalyst-35973 186 37 reproduction reproduction NOUN catalyst-35973 186 38 . . PUNCT catalyst-35973 187 1 for for ADP catalyst-35973 187 2 parisi parisi PROPN catalyst-35973 187 3 , , PUNCT catalyst-35973 187 4 the the DET catalyst-35973 187 5 site site NOUN catalyst-35973 187 6 of of ADP catalyst-35973 187 7 potentiality potentiality NOUN catalyst-35973 187 8 is be AUX catalyst-35973 187 9 the the DET catalyst-35973 187 10 “ " PUNCT catalyst-35973 187 11 alien alien ADJ catalyst-35973 187 12 intelligence intelligence NOUN catalyst-35973 187 13 ” " PUNCT catalyst-35973 187 14 of of ADP catalyst-35973 187 15 ai ai VERB catalyst-35973 187 16 that that PRON catalyst-35973 187 17 offers offer VERB catalyst-35973 187 18 a a DET catalyst-35973 187 19 redirection redirection NOUN catalyst-35973 187 20 beyond beyond ADP catalyst-35973 187 21 a a DET catalyst-35973 187 22 reinscription reinscription NOUN catalyst-35973 187 23 of of ADP catalyst-35973 187 24 a a DET catalyst-35973 187 25 cybernetic cybernetic ADJ catalyst-35973 187 26 servo servo NOUN catalyst-35973 187 27 - - PUNCT catalyst-35973 187 28 mechanistic mechanistic ADJ catalyst-35973 187 29 regime regime NOUN catalyst-35973 187 30 . . PUNCT catalyst-35973 188 1 with with ADP catalyst-35973 188 2 the the DET catalyst-35973 188 3 barad barad NOUN catalyst-35973 188 4 , , PUNCT catalyst-35973 188 5 it it PRON catalyst-35973 188 6 is be AUX catalyst-35973 188 7 the the DET catalyst-35973 188 8 material material NOUN catalyst-35973 188 9 - - PUNCT catalyst-35973 188 10 discursive discursive ADJ catalyst-35973 188 11 “ " PUNCT catalyst-35973 188 12 event event NOUN catalyst-35973 188 13 ” " PUNCT catalyst-35973 188 14 that that PRON catalyst-35973 188 15 constitutes constitute VERB catalyst-35973 188 16 being be AUX catalyst-35973 188 17 in in ADP catalyst-35973 188 18 the the DET catalyst-35973 188 19 world world NOUN catalyst-35973 188 20 — — PUNCT catalyst-35973 188 21 not not PART catalyst-35973 188 22 subject subject ADJ catalyst-35973 188 23 / / SYM catalyst-35973 188 24 object object NOUN catalyst-35973 188 25 but but CCONJ catalyst-35973 188 26 intra intra ADJ catalyst-35973 188 27 - - NOUN catalyst-35973 188 28 action action NOUN catalyst-35973 188 29 . . PUNCT catalyst-35973 189 1 this this DET catalyst-35973 189 2 critical critical ADJ catalyst-35973 189 3 trifecta trifecta NOUN catalyst-35973 189 4 advances advance VERB catalyst-35973 189 5 a a DET catalyst-35973 189 6 formulation formulation NOUN catalyst-35973 189 7 of of ADP catalyst-35973 189 8 black black ADJ catalyst-35973 189 9 techné techné NOUN catalyst-35973 189 10 . . PUNCT catalyst-35973 189 11     SPACE catalyst-35973 190 1 black black ADJ catalyst-35973 190 2 techné techné NOUN catalyst-35973 190 3 and and CCONJ catalyst-35973 190 4 the the DET catalyst-35973 190 5 colonial colonial NOUN catalyst-35973 190 6 sublime sublime NOUN catalyst-35973 190 7 there there PRON catalyst-35973 190 8 would would AUX catalyst-35973 190 9 be be AUX catalyst-35973 190 10 no no DET catalyst-35973 190 11 surround surround NOUN catalyst-35973 190 12 if if SCONJ catalyst-35973 190 13 not not PART catalyst-35973 190 14 for for ADP catalyst-35973 190 15 the the DET catalyst-35973 190 16 colonial colonial ADJ catalyst-35973 190 17 sublime sublime NOUN catalyst-35973 190 18 of of ADP catalyst-35973 190 19 the the DET catalyst-35973 190 20 fort fort NOUN catalyst-35973 190 21 . . PUNCT catalyst-35973 191 1 but but CCONJ catalyst-35973 191 2 the the DET catalyst-35973 191 3 surround surround NOUN catalyst-35973 191 4 is be AUX catalyst-35973 191 5 not not PART catalyst-35973 191 6 a a DET catalyst-35973 191 7 reinscription reinscription NOUN catalyst-35973 191 8 of of ADP catalyst-35973 191 9 the the DET catalyst-35973 191 10 dialectical dialectical ADJ catalyst-35973 191 11 ( ( PUNCT catalyst-35973 191 12 master master NOUN catalyst-35973 191 13 / / SYM catalyst-35973 191 14 slave slave NOUN catalyst-35973 191 15 ) ) PUNCT catalyst-35973 191 16 . . PUNCT catalyst-35973 192 1 rather rather ADV catalyst-35973 192 2 , , PUNCT catalyst-35973 192 3 it it PRON catalyst-35973 192 4 is be AUX catalyst-35973 192 5 the the DET catalyst-35973 192 6 outcome outcome NOUN catalyst-35973 192 7 of of ADP catalyst-35973 192 8 escaping escape VERB catalyst-35973 192 9 it it PRON catalyst-35973 192 10 . . PUNCT catalyst-35973 193 1 this this DET catalyst-35973 193 2 complicated complicated ADJ catalyst-35973 193 3 liberatory liberatory ADJ catalyst-35973 193 4 frame frame NOUN catalyst-35973 193 5 of of ADP catalyst-35973 193 6 the the DET catalyst-35973 193 7 subject subject ADJ catalyst-35973 193 8 unmoored unmoored NOUN catalyst-35973 193 9 is be AUX catalyst-35973 193 10 central central ADJ catalyst-35973 193 11 to to ADP catalyst-35973 193 12 a a DET catalyst-35973 193 13 legacy legacy NOUN catalyst-35973 193 14 of of ADP catalyst-35973 193 15 black black ADJ catalyst-35973 193 16 techné techné NOUN catalyst-35973 193 17 . . PUNCT catalyst-35973 194 1 an an DET catalyst-35973 194 2 iconic iconic ADJ catalyst-35973 194 3 figure figure NOUN catalyst-35973 194 4 of of ADP catalyst-35973 194 5 black black ADJ catalyst-35973 194 6 techné techné NOUN catalyst-35973 194 7 is be AUX catalyst-35973 194 8 the the DET catalyst-35973 194 9 maroon maroon NOUN catalyst-35973 194 10 ( ( PUNCT catalyst-35973 194 11 in in ADP catalyst-35973 194 12 french french PROPN catalyst-35973 194 13 , , PUNCT catalyst-35973 194 14 le le X catalyst-35973 194 15 marronnage marronnage NOUN catalyst-35973 194 16 ) ) PUNCT catalyst-35973 194 17 , , PUNCT catalyst-35973 194 18 who who PRON catalyst-35973 194 19 is be AUX catalyst-35973 194 20 the the DET catalyst-35973 194 21 escaped escape VERB catalyst-35973 194 22 ( ( PUNCT catalyst-35973 194 23 black black ADJ catalyst-35973 194 24 ) ) PUNCT catalyst-35973 194 25 person person NOUN catalyst-35973 194 26 occluded occlude VERB catalyst-35973 194 27 in in ADP catalyst-35973 194 28 the the DET catalyst-35973 194 29 swamps swamp NOUN catalyst-35973 194 30 and and CCONJ catalyst-35973 194 31 forests forest NOUN catalyst-35973 194 32 of of ADP catalyst-35973 194 33 the the DET catalyst-35973 194 34 americas america NOUN catalyst-35973 194 35 . . PUNCT catalyst-35973 195 1 as as SCONJ catalyst-35973 195 2 the the DET catalyst-35973 195 3 preeminent preeminent ADJ catalyst-35973 195 4 theorist theorist NOUN catalyst-35973 195 5 of of ADP catalyst-35973 195 6 a a DET catalyst-35973 195 7 poetics poetic NOUN catalyst-35973 195 8 of of ADP catalyst-35973 195 9 relation relation NOUN catalyst-35973 195 10 , , PUNCT catalyst-35973 195 11 édouard édouard ADJ catalyst-35973 195 12 glissant glissant NOUN catalyst-35973 195 13 ( ( PUNCT catalyst-35973 195 14 1997 1997 NUM catalyst-35973 195 15 ) ) PUNCT catalyst-35973 195 16 configures configure VERB catalyst-35973 195 17 the the DET catalyst-35973 195 18 maroon maroon NOUN catalyst-35973 195 19 as as ADP catalyst-35973 195 20 the the DET catalyst-35973 195 21 subject subject NOUN catalyst-35973 195 22 adrift adrift NOUN catalyst-35973 195 23 . . PUNCT catalyst-35973 196 1 in in ADP catalyst-35973 196 2 glissant glissant PROPN catalyst-35973 196 3 ’s ’s PART catalyst-35973 196 4 analysis analysis NOUN catalyst-35973 196 5 , , PUNCT catalyst-35973 196 6 the the DET catalyst-35973 196 7 maroon maroon NOUN catalyst-35973 196 8 is be AUX catalyst-35973 196 9 a a DET catalyst-35973 196 10 subject subject ADJ catalyst-35973 196 11 position position NOUN catalyst-35973 196 12 always always ADV catalyst-35973 196 13 attached attach VERB catalyst-35973 196 14 to to ADP catalyst-35973 196 15 an an DET catalyst-35973 196 16 ebb ebb NOUN catalyst-35973 196 17 and and CCONJ catalyst-35973 196 18 flow flow NOUN catalyst-35973 196 19 , , PUNCT catalyst-35973 196 20 even even ADV catalyst-35973 196 21 as as SCONJ catalyst-35973 196 22 it it PRON catalyst-35973 196 23 is be AUX catalyst-35973 196 24 detached detach VERB catalyst-35973 196 25 from from ADP catalyst-35973 196 26 normative normative ADJ catalyst-35973 196 27 conditions condition NOUN catalyst-35973 196 28 of of ADP catalyst-35973 196 29 agency agency NOUN catalyst-35973 196 30 and and CCONJ catalyst-35973 196 31 ( ( PUNCT catalyst-35973 196 32 by by ADP catalyst-35973 196 33 extension extension NOUN catalyst-35973 196 34 ) ) PUNCT catalyst-35973 196 35 power power NOUN catalyst-35973 196 36 . . PUNCT catalyst-35973 197 1 assuming assume VERB catalyst-35973 197 2 the the DET catalyst-35973 197 3 mantle mantle NOUN catalyst-35973 197 4 of of ADP catalyst-35973 197 5 glissant glissant NOUN catalyst-35973 197 6 ’s ’s PART catalyst-35973 197 7 poetics poetic NOUN catalyst-35973 197 8 of of ADP catalyst-35973 197 9 relation relation NOUN catalyst-35973 197 10 , , PUNCT catalyst-35973 197 11 harney harney PROPN catalyst-35973 197 12 and and CCONJ catalyst-35973 197 13 moten moten PROPN catalyst-35973 197 14 ’s ’s PART catalyst-35973 197 15 concept concept NOUN catalyst-35973 197 16 of of ADP catalyst-35973 197 17 the the DET catalyst-35973 197 18 surround surround NOUN catalyst-35973 197 19 takes take VERB catalyst-35973 197 20 up up ADP catalyst-35973 197 21 the the DET catalyst-35973 197 22 maroon maroon NOUN catalyst-35973 197 23 in in ADP catalyst-35973 197 24 the the DET catalyst-35973 197 25 swamp swamp NOUN catalyst-35973 197 26 , , PUNCT catalyst-35973 197 27 in in ADP catalyst-35973 197 28 the the DET catalyst-35973 197 29 city city NOUN catalyst-35973 197 30 , , PUNCT catalyst-35973 197 31 in in ADP catalyst-35973 197 32 the the DET catalyst-35973 197 33 academy academy NOUN catalyst-35973 197 34 , , PUNCT catalyst-35973 197 35 in in ADP catalyst-35973 197 36 all all DET catalyst-35973 197 37 places place NOUN catalyst-35973 197 38 where where SCONJ catalyst-35973 197 39 slippage slippage NOUN catalyst-35973 197 40 occurs occur VERB catalyst-35973 197 41 — — PUNCT catalyst-35973 197 42 which which PRON catalyst-35973 197 43 is be AUX catalyst-35973 197 44 every every DET catalyst-35973 197 45 place place NOUN catalyst-35973 197 46 — — PUNCT catalyst-35973 197 47 to to PART catalyst-35973 197 48 speak speak VERB catalyst-35973 197 49 of of ADP catalyst-35973 197 50 a a DET catalyst-35973 197 51 tempo tempo NOUN catalyst-35973 197 52 of of ADP catalyst-35973 197 53 subversion subversion NOUN catalyst-35973 197 54 . . PUNCT catalyst-35973 198 1 in in ADP catalyst-35973 198 2 this this DET catalyst-35973 198 3 case case NOUN catalyst-35973 198 4 , , PUNCT catalyst-35973 198 5 tempo tempo NOUN catalyst-35973 198 6 is be AUX catalyst-35973 198 7 a a DET catalyst-35973 198 8 critical critical ADJ catalyst-35973 198 9 quality quality NOUN catalyst-35973 198 10 of of ADP catalyst-35973 198 11 both both DET catalyst-35973 198 12 temporality temporality NOUN catalyst-35973 198 13 and and CCONJ catalyst-35973 198 14 the the DET catalyst-35973 198 15 rhythm rhythm NOUN catalyst-35973 198 16 of of ADP catalyst-35973 198 17 a a DET catalyst-35973 198 18 thing thing NOUN catalyst-35973 198 19 . . PUNCT catalyst-35973 199 1 indeed indeed ADV catalyst-35973 199 2 , , PUNCT catalyst-35973 199 3 black black ADJ catalyst-35973 199 4 techné techné NOUN catalyst-35973 199 5 as as ADP catalyst-35973 199 6 a a DET catalyst-35973 199 7 temporality temporality NOUN catalyst-35973 199 8 “ " PUNCT catalyst-35973 199 9 loses lose VERB catalyst-35973 199 10 and and CCONJ catalyst-35973 199 11 finds find VERB catalyst-35973 199 12 itself itself PRON catalyst-35973 199 13 ” " PUNCT catalyst-35973 199 14 across across ADP catalyst-35973 199 15 worlds world NOUN catalyst-35973 199 16 of of ADP catalyst-35973 199 17 black black ADJ catalyst-35973 199 18 aesthetics aesthetic NOUN catalyst-35973 199 19 , , PUNCT catalyst-35973 199 20 black black ADJ catalyst-35973 199 21 politics politic NOUN catalyst-35973 199 22 , , PUNCT catalyst-35973 199 23 and and CCONJ catalyst-35973 199 24 black black ADJ catalyst-35973 199 25 life life NOUN catalyst-35973 199 26 . . PUNCT catalyst-35973 199 27     SPACE catalyst-35973 200 1 this this PRON catalyst-35973 200 2 is be AUX catalyst-35973 200 3 not not PART catalyst-35973 200 4 a a DET catalyst-35973 200 5 subject subject ADJ catalyst-35973 200 6 position position NOUN catalyst-35973 200 7 but but CCONJ catalyst-35973 200 8 a a DET catalyst-35973 200 9 critical critical ADJ catalyst-35973 200 10 framework framework NOUN catalyst-35973 200 11 of of ADP catalyst-35973 200 12 agential agential ADJ catalyst-35973 200 13 instrumentalization instrumentalization NOUN catalyst-35973 200 14 , , PUNCT catalyst-35973 200 15 as as SCONJ catalyst-35973 200 16 i i PRON catalyst-35973 200 17 have have AUX catalyst-35973 200 18 framed frame VERB catalyst-35973 200 19 in in ADP catalyst-35973 200 20 “ " PUNCT catalyst-35973 200 21 race race NOUN catalyst-35973 200 22 as as ADP catalyst-35973 200 23 technology technology NOUN catalyst-35973 200 24 ” " PUNCT catalyst-35973 200 25 ( ( PUNCT catalyst-35973 200 26 coleman coleman NOUN catalyst-35973 200 27 2009 2009 NUM catalyst-35973 200 28 ) ) PUNCT catalyst-35973 200 29 . . PUNCT catalyst-35973 201 1 a a DET catalyst-35973 201 2 modality modality NOUN catalyst-35973 201 3 of of ADP catalyst-35973 201 4 black black ADJ catalyst-35973 201 5 techné techné NOUN catalyst-35973 201 6 , , PUNCT catalyst-35973 201 7 race race NOUN catalyst-35973 201 8 as as SCONJ catalyst-35973 201 9 technology technology NOUN catalyst-35973 201 10 colludes collude NOUN catalyst-35973 201 11 with with ADP catalyst-35973 201 12 a a DET catalyst-35973 201 13 sideways sideways ADJ catalyst-35973 201 14 logic logic NOUN catalyst-35973 201 15 , , PUNCT catalyst-35973 201 16 the the DET catalyst-35973 201 17 logic logic NOUN catalyst-35973 201 18 of of ADP catalyst-35973 201 19 the the DET catalyst-35973 201 20 trapdoor trapdoor NOUN catalyst-35973 201 21 , , PUNCT catalyst-35973 201 22 the the DET catalyst-35973 201 23 escape escape NOUN catalyst-35973 201 24 hatch hatch NOUN catalyst-35973 201 25 , , PUNCT catalyst-35973 201 26 the the DET catalyst-35973 201 27 subversion subversion NOUN catalyst-35973 201 28 of of ADP catalyst-35973 201 29 mastery mastery NOUN catalyst-35973 201 30 in in ADP catalyst-35973 201 31 the the DET catalyst-35973 201 32 usurpation usurpation NOUN catalyst-35973 201 33 of of ADP catalyst-35973 201 34 signs sign NOUN catalyst-35973 201 35 of of ADP catalyst-35973 201 36 power power NOUN catalyst-35973 201 37 . . PUNCT catalyst-35973 202 1 it it PRON catalyst-35973 202 2 is be AUX catalyst-35973 202 3 a a DET catalyst-35973 202 4 logics logic NOUN catalyst-35973 202 5 and and CCONJ catalyst-35973 202 6 a a DET catalyst-35973 202 7 poetics poetic NOUN catalyst-35973 202 8 of of ADP catalyst-35973 202 9 the the DET catalyst-35973 202 10 surround surround NOUN catalyst-35973 202 11 , , PUNCT catalyst-35973 202 12 as as ADP catalyst-35973 202 13 such such ADJ catalyst-35973 202 14 , , PUNCT catalyst-35973 202 15 that that PRON catalyst-35973 202 16 troubles trouble VERB catalyst-35973 202 17 the the DET catalyst-35973 202 18 stasis stasis NOUN catalyst-35973 202 19 of of ADP catalyst-35973 202 20 the the DET catalyst-35973 202 21 categorical categorical NOUN catalyst-35973 202 22 : : PUNCT catalyst-35973 202 23 what what PRON catalyst-35973 202 24 if if SCONJ catalyst-35973 202 25 race race NOUN catalyst-35973 202 26 were be AUX catalyst-35973 202 27 understood understand VERB catalyst-35973 202 28 as as ADP catalyst-35973 202 29 a a DET catalyst-35973 202 30 technology technology NOUN catalyst-35973 202 31 as as SCONJ catalyst-35973 202 32 opposed oppose VERB catalyst-35973 202 33 to to ADP catalyst-35973 202 34 a a DET catalyst-35973 202 35 pseudo pseudo NOUN catalyst-35973 202 36 biological biological ADJ catalyst-35973 202 37 historical historical ADJ catalyst-35973 202 38 event event NOUN catalyst-35973 202 39 ( ( PUNCT catalyst-35973 202 40 coleman coleman PROPN catalyst-35973 202 41 2009 2009 NUM catalyst-35973 202 42 ; ; PUNCT catalyst-35973 202 43 reardon reardon PROPN catalyst-35973 202 44 2017 2017 NUM catalyst-35973 202 45 ) ) PUNCT catalyst-35973 202 46 . . PUNCT catalyst-35973 203 1 in in ADP catalyst-35973 203 2 this this DET catalyst-35973 203 3 addition addition NOUN catalyst-35973 203 4 of of ADP catalyst-35973 203 5 race race NOUN catalyst-35973 203 6 as as ADP catalyst-35973 203 7 technology technology NOUN catalyst-35973 203 8 , , PUNCT catalyst-35973 203 9 the the DET catalyst-35973 203 10 twist twist NOUN catalyst-35973 203 11 of of ADP catalyst-35973 203 12 the the DET catalyst-35973 203 13 screw screw NOUN catalyst-35973 203 14 is be AUX catalyst-35973 203 15 technology technology NOUN catalyst-35973 203 16 taking take VERB catalyst-35973 203 17 the the DET catalyst-35973 203 18 place place NOUN catalyst-35973 203 19 of of ADP catalyst-35973 203 20 the the DET catalyst-35973 203 21 maroon maroon NOUN catalyst-35973 203 22 out out ADP catalyst-35973 203 23 beyond beyond ADP catalyst-35973 203 24 the the DET catalyst-35973 203 25 floodlights floodlight NOUN catalyst-35973 203 26 of of ADP catalyst-35973 203 27 the the DET catalyst-35973 203 28 fort fort NOUN catalyst-35973 203 29 . . PUNCT catalyst-35973 204 1 this this PRON catalyst-35973 204 2 is be AUX catalyst-35973 204 3 not not PART catalyst-35973 204 4 a a DET catalyst-35973 204 5 revisiting revisiting NOUN catalyst-35973 204 6 of of ADP catalyst-35973 204 7 foucault foucault PROPN catalyst-35973 204 8 ’s ’s PART catalyst-35973 204 9 panopticon panopticon NOUN catalyst-35973 204 10 , , PUNCT catalyst-35973 204 11 where where SCONJ catalyst-35973 204 12 formally formally ADV catalyst-35973 204 13 , , PUNCT catalyst-35973 204 14 architecturally architecturally ADV catalyst-35973 204 15 , , PUNCT catalyst-35973 204 16 bodies body NOUN catalyst-35973 204 17 are be AUX catalyst-35973 204 18 conscripted conscript VERB catalyst-35973 204 19 to to PART catalyst-35973 204 20 discipline discipline VERB catalyst-35973 204 21 themselves themselves PRON catalyst-35973 204 22 . . PUNCT catalyst-35973 205 1 in in ADP catalyst-35973 205 2 fact fact NOUN catalyst-35973 205 3 , , PUNCT catalyst-35973 205 4 it it PRON catalyst-35973 205 5 is be AUX catalyst-35973 205 6 quite quite DET catalyst-35973 205 7 the the DET catalyst-35973 205 8 opposite opposite ADJ catalyst-35973 205 9 , , PUNCT catalyst-35973 205 10 where where SCONJ catalyst-35973 205 11 the the DET catalyst-35973 205 12 technology technology NOUN catalyst-35973 205 13 is be AUX catalyst-35973 205 14 out out ADV catalyst-35973 205 15 in in ADP catalyst-35973 205 16 the the DET catalyst-35973 205 17 “ " PUNCT catalyst-35973 205 18 wild wild ADJ catalyst-35973 205 19 ” " PUNCT catalyst-35973 205 20 and and CCONJ catalyst-35973 205 21 proliferating proliferate VERB catalyst-35973 205 22 . . PUNCT catalyst-35973 206 1 with with ADP catalyst-35973 206 2 the the DET catalyst-35973 206 3 arrival arrival NOUN catalyst-35973 206 4 of of ADP catalyst-35973 206 5 ubiquitous ubiquitous ADJ catalyst-35973 206 6 ai ai NOUN catalyst-35973 206 7 , , PUNCT catalyst-35973 206 8 the the DET catalyst-35973 206 9 human human ADJ catalyst-35973 206 10 subject subject NOUN catalyst-35973 206 11 as as ADP catalyst-35973 206 12 adjacent adjacent ADJ catalyst-35973 206 13 to to ADP catalyst-35973 206 14 technologies technology NOUN catalyst-35973 206 15 of of ADP catalyst-35973 206 16 the the DET catalyst-35973 206 17 surround surround NOUN catalyst-35973 206 18 is be AUX catalyst-35973 206 19 brought bring VERB catalyst-35973 206 20 into into ADP catalyst-35973 206 21 relief relief NOUN catalyst-35973 206 22 . . PUNCT catalyst-35973 206 23     SPACE catalyst-35973 207 1 it it PRON catalyst-35973 207 2 is be AUX catalyst-35973 207 3 in in ADP catalyst-35973 207 4 this this DET catalyst-35973 207 5 complex complex ADJ catalyst-35973 207 6 liberatory liberatory ADJ catalyst-35973 207 7 frame frame NOUN catalyst-35973 207 8 of of ADP catalyst-35973 207 9 the the DET catalyst-35973 207 10 subject subject NOUN catalyst-35973 207 11 unmoored unmoored NOUN catalyst-35973 207 12 that that PRON catalyst-35973 207 13 i i PRON catalyst-35973 207 14 locate locate VERB catalyst-35973 207 15 what what PRON catalyst-35973 207 16 might might AUX catalyst-35973 207 17 be be AUX catalyst-35973 207 18 rendered render VERB catalyst-35973 207 19 possible possible ADJ catalyst-35973 207 20 in in ADP catalyst-35973 207 21 the the DET catalyst-35973 207 22 assumption assumption NOUN catalyst-35973 207 23 of of ADP catalyst-35973 207 24 ai ai PROPN catalyst-35973 207 25 , , PUNCT catalyst-35973 207 26 which which PRON catalyst-35973 207 27 is be AUX catalyst-35973 207 28 a a DET catalyst-35973 207 29 logic logic NOUN catalyst-35973 207 30 of of ADP catalyst-35973 207 31 the the DET catalyst-35973 207 32 experimental experimental NOUN catalyst-35973 207 33 as as SCONJ catalyst-35973 207 34 opposed oppose VERB catalyst-35973 207 35 to to ADP catalyst-35973 207 36 the the DET catalyst-35973 207 37 recursive recursive ADJ catalyst-35973 207 38 logic logic NOUN catalyst-35973 207 39 of of ADP catalyst-35973 207 40 the the DET catalyst-35973 207 41 predictive predictive NOUN catalyst-35973 207 42 . . PUNCT catalyst-35973 208 1 ai ai VERB catalyst-35973 208 2 in in ADP catalyst-35973 208 3 the the DET catalyst-35973 208 4 wild wild NOUN catalyst-35973 208 5 — — PUNCT catalyst-35973 208 6 a a DET catalyst-35973 208 7 radical radical ADJ catalyst-35973 208 8 ai ai NOUN catalyst-35973 208 9 — — PUNCT catalyst-35973 208 10 departs depart VERB catalyst-35973 208 11 from from ADP catalyst-35973 208 12 the the DET catalyst-35973 208 13 recursively recursively ADV catalyst-35973 208 14 normative normative NOUN catalyst-35973 208 15 into into ADP catalyst-35973 208 16 the the DET catalyst-35973 208 17 surround surround NOUN catalyst-35973 208 18 of of ADP catalyst-35973 208 19 the the DET catalyst-35973 208 20 generatively generatively ADV catalyst-35973 208 21 exploratory exploratory ADJ catalyst-35973 208 22 . . PUNCT catalyst-35973 209 1 to to PART catalyst-35973 209 2 think think VERB catalyst-35973 209 3 ai ai VERB catalyst-35973 209 4 in in ADP catalyst-35973 209 5 relation relation NOUN catalyst-35973 209 6 to to ADP catalyst-35973 209 7 the the DET catalyst-35973 209 8 maroon maroon NOUN catalyst-35973 209 9 — — PUNCT catalyst-35973 209 10 the the DET catalyst-35973 209 11 subject subject NOUN catalyst-35973 209 12 adrift adrift NOUN catalyst-35973 209 13 from from ADP catalyst-35973 209 14 the the DET catalyst-35973 209 15 dominion dominion NOUN catalyst-35973 209 16 of of ADP catalyst-35973 209 17 command command NOUN catalyst-35973 209 18 - - PUNCT catalyst-35973 209 19 control control NOUN catalyst-35973 209 20 — — PUNCT catalyst-35973 209 21 is be AUX catalyst-35973 209 22 a a DET catalyst-35973 209 23 coincidence coincidence NOUN catalyst-35973 209 24 of of ADP catalyst-35973 209 25 history history NOUN catalyst-35973 209 26 and and CCONJ catalyst-35973 209 27 innovation innovation NOUN catalyst-35973 209 28 . . PUNCT catalyst-35973 210 1 empire empire NOUN catalyst-35973 210 2 locates locate VERB catalyst-35973 210 3 the the DET catalyst-35973 210 4 telos telos NOUN catalyst-35973 210 5 of of ADP catalyst-35973 210 6 technology technology NOUN catalyst-35973 210 7 as as ADP catalyst-35973 210 8 innovation innovation NOUN catalyst-35973 210 9 — — PUNCT catalyst-35973 210 10 manifest manifest ADJ catalyst-35973 210 11 destiny destiny NOUN catalyst-35973 210 12 is be AUX catalyst-35973 210 13 always always ADV catalyst-35973 210 14 progressing progress VERB catalyst-35973 210 15 and and CCONJ catalyst-35973 210 16 there there PRON catalyst-35973 210 17 is be VERB catalyst-35973 210 18 no no DET catalyst-35973 210 19 legible legible ADJ catalyst-35973 210 20 collateral collateral ADJ catalyst-35973 210 21 damage damage NOUN catalyst-35973 210 22 . . PUNCT catalyst-35973 211 1 equally equally ADV catalyst-35973 211 2 , , PUNCT catalyst-35973 211 3 the the DET catalyst-35973 211 4 transatlantic transatlantic ADJ catalyst-35973 211 5 trade trade NOUN catalyst-35973 211 6 in in ADP catalyst-35973 211 7 black black ADJ catalyst-35973 211 8 bodies body NOUN catalyst-35973 211 9 also also ADV catalyst-35973 211 10 evidenced evidence VERB catalyst-35973 211 11 a a DET catalyst-35973 211 12 mode mode NOUN catalyst-35973 211 13 of of ADP catalyst-35973 211 14 innovative innovative ADJ catalyst-35973 211 15 objectification objectification NOUN catalyst-35973 211 16 ( ( PUNCT catalyst-35973 211 17 the the DET catalyst-35973 211 18 equation equation NOUN catalyst-35973 211 19 of of ADP catalyst-35973 211 20 blackness blackness NOUN catalyst-35973 211 21 with with ADP catalyst-35973 211 22 chattel chattel NOUN catalyst-35973 211 23 slavery slavery NOUN catalyst-35973 211 24 ) ) PUNCT catalyst-35973 211 25 that that PRON catalyst-35973 211 26 continues continue VERB catalyst-35973 211 27 to to PART catalyst-35973 211 28 animate animate VERB catalyst-35973 211 29 the the DET catalyst-35973 211 30 colonial colonial ADJ catalyst-35973 211 31 sublime sublime ADJ catalyst-35973 211 32 ( ( PUNCT catalyst-35973 211 33 gilroy gilroy PROPN catalyst-35973 211 34 1993 1993 NUM catalyst-35973 211 35 ) ) PUNCT catalyst-35973 211 36 . . PUNCT catalyst-35973 212 1 one one PRON catalyst-35973 212 2 can can AUX catalyst-35973 212 3 say say VERB catalyst-35973 212 4 , , PUNCT catalyst-35973 212 5 “ " PUNCT catalyst-35973 212 6 hold hold VERB catalyst-35973 212 7 on on ADP catalyst-35973 212 8 , , PUNCT catalyst-35973 212 9 black black ADJ catalyst-35973 212 10 techné techné NOUN catalyst-35973 212 11 , , PUNCT catalyst-35973 212 12 the the DET catalyst-35973 212 13 radical radical ADJ catalyst-35973 212 14 tradition tradition NOUN catalyst-35973 212 15 of of ADP catalyst-35973 212 16 black black ADJ catalyst-35973 212 17 aesthetics aesthetic NOUN catalyst-35973 212 18 as as ADP catalyst-35973 212 19 black black ADJ catalyst-35973 212 20 freedom freedom NOUN catalyst-35973 212 21 , , PUNCT catalyst-35973 212 22 can can AUX catalyst-35973 212 23 not not PART catalyst-35973 212 24 be be AUX catalyst-35973 212 25 equated equate VERB catalyst-35973 212 26 with with ADP catalyst-35973 212 27 mindless mindless ADJ catalyst-35973 212 28 machines machine NOUN catalyst-35973 212 29 . . PUNCT catalyst-35973 212 30 ” " PUNCT catalyst-35973 213 1 and and CCONJ catalyst-35973 213 2 that that PRON catalyst-35973 213 3 is be AUX catalyst-35973 213 4 certainly certainly ADV catalyst-35973 213 5 true true ADJ catalyst-35973 213 6 . . PUNCT catalyst-35973 214 1 the the DET catalyst-35973 214 2 murderous murderous ADJ catalyst-35973 214 3 equation equation NOUN catalyst-35973 214 4 of of ADP catalyst-35973 214 5 the the PRON catalyst-35973 214 6 ( ( PUNCT catalyst-35973 214 7 en)slaved en)slave VERB catalyst-35973 214 8 with with ADP catalyst-35973 214 9 machine machine NOUN catalyst-35973 214 10 is be AUX catalyst-35973 214 11 precisely precisely ADV catalyst-35973 214 12 what what PRON catalyst-35973 214 13 the the DET catalyst-35973 214 14 maroons maroon NOUN catalyst-35973 214 15 fled flee VERB catalyst-35973 214 16 from from ADP catalyst-35973 214 17 into into ADP catalyst-35973 214 18 the the DET catalyst-35973 214 19 swamp swamp NOUN catalyst-35973 214 20 and and CCONJ catalyst-35973 214 21 darkness darkness NOUN catalyst-35973 214 22 . . PUNCT catalyst-35973 215 1 and and CCONJ catalyst-35973 215 2 yet yet ADV catalyst-35973 215 3 , , PUNCT catalyst-35973 215 4 the the DET catalyst-35973 215 5 radical radical ADJ catalyst-35973 215 6 turn turn NOUN catalyst-35973 215 7 of of ADP catalyst-35973 215 8 ai ai NOUN catalyst-35973 215 9 is be AUX catalyst-35973 215 10 toward toward ADP catalyst-35973 215 11 a a DET catalyst-35973 215 12 technology technology NOUN catalyst-35973 215 13 of of ADP catalyst-35973 215 14 the the DET catalyst-35973 215 15 surround surround NOUN catalyst-35973 215 16 — — PUNCT catalyst-35973 215 17 an an DET catalyst-35973 215 18 agent agent NOUN catalyst-35973 215 19 of of ADP catalyst-35973 215 20 black black ADJ catalyst-35973 215 21 techné techné NOUN catalyst-35973 215 22 that that PRON catalyst-35973 215 23 disrupts disrupt VERB catalyst-35973 215 24 binary binary NOUN catalyst-35973 215 25 . . PUNCT catalyst-35973 216 1 to to PART catalyst-35973 216 2 cite cite VERB catalyst-35973 216 3 denise denise PROPN catalyst-35973 216 4 ferreira ferreira PROPN catalyst-35973 216 5 da da PROPN catalyst-35973 216 6 silva silva PROPN catalyst-35973 216 7 ( ( PUNCT catalyst-35973 216 8 2017 2017 NUM catalyst-35973 216 9 ) ) PUNCT catalyst-35973 216 10 , , PUNCT catalyst-35973 216 11 debunking debunk VERB catalyst-35973 216 12 the the DET catalyst-35973 216 13 transcendental transcendental ADJ catalyst-35973 216 14 model model NOUN catalyst-35973 216 15 of of ADP catalyst-35973 216 16 self self NOUN catalyst-35973 216 17 - - PUNCT catalyst-35973 216 18 determination determination NOUN catalyst-35973 216 19 distinguishes distinguish VERB catalyst-35973 216 20 a a DET catalyst-35973 216 21 radical radical ADJ catalyst-35973 216 22 engagement engagement NOUN catalyst-35973 216 23 from from ADP catalyst-35973 216 24 a a DET catalyst-35973 216 25 critical critical ADJ catalyst-35973 216 26 one.4 one.4 NOUN catalyst-35973 216 27 ai ai AUX catalyst-35973 216 28 addressed address VERB catalyst-35973 216 29 as as ADP catalyst-35973 216 30 a a DET catalyst-35973 216 31 technology technology NOUN catalyst-35973 216 32 of of ADP catalyst-35973 216 33 the the DET catalyst-35973 216 34 surround surround NOUN catalyst-35973 216 35 is be AUX catalyst-35973 216 36 a a DET catalyst-35973 216 37 version version NOUN catalyst-35973 216 38 of of ADP catalyst-35973 216 39 wild wild NOUN catalyst-35973 216 40 in in ADP catalyst-35973 216 41 concert concert NOUN catalyst-35973 216 42 with with ADP catalyst-35973 216 43 parisi parisi PROPN catalyst-35973 216 44 ’s ’s PART catalyst-35973 216 45 argument argument NOUN catalyst-35973 216 46 of of ADP catalyst-35973 216 47 ai ai VERB catalyst-35973 216 48 as as ADP catalyst-35973 216 49 an an DET catalyst-35973 216 50 alien alien ADJ catalyst-35973 216 51 apparatus apparatus NOUN catalyst-35973 216 52 increasingly increasingly ADV catalyst-35973 216 53 outside outside ADV catalyst-35973 216 54 of of ADP catalyst-35973 216 55 a a DET catalyst-35973 216 56 command command NOUN catalyst-35973 216 57 - - PUNCT catalyst-35973 216 58 control control NOUN catalyst-35973 216 59 scope scope NOUN catalyst-35973 216 60 . . PUNCT catalyst-35973 216 61     SPACE catalyst-35973 217 1 sorting sort VERB catalyst-35973 217 2 mechanisms mechanism NOUN catalyst-35973 217 3 : : PUNCT catalyst-35973 217 4 alien alien NOUN catalyst-35973 217 5 ai ai VERB catalyst-35973 217 6 as as ADP catalyst-35973 217 7 a a DET catalyst-35973 217 8 mode mode NOUN catalyst-35973 217 9 of of ADP catalyst-35973 217 10 predictive predictive ADJ catalyst-35973 217 11 analytics analytic NOUN catalyst-35973 217 12 , , PUNCT catalyst-35973 217 13 ai ai VERB catalyst-35973 217 14 recursion recursion NOUN catalyst-35973 217 15 in in ADP catalyst-35973 217 16 its its PRON catalyst-35973 217 17 data data NOUN catalyst-35973 217 18 flows flow VERB catalyst-35973 217 19 literally literally ADV catalyst-35973 217 20 reinscribes reinscribe VERB catalyst-35973 217 21 history history NOUN catalyst-35973 217 22 as as ADP catalyst-35973 217 23 the the DET catalyst-35973 217 24 future future NOUN catalyst-35973 217 25 — — PUNCT catalyst-35973 217 26 the the DET catalyst-35973 217 27 wager wager NOUN catalyst-35973 217 28 of of ADP catalyst-35973 217 29 prediction prediction NOUN catalyst-35973 217 30 is be AUX catalyst-35973 217 31 based base VERB catalyst-35973 217 32 on on ADP catalyst-35973 217 33 data datum NOUN catalyst-35973 217 34 of of ADP catalyst-35973 217 35 what what PRON catalyst-35973 217 36 has have AUX catalyst-35973 217 37 been be AUX catalyst-35973 217 38 before before ADV catalyst-35973 217 39 . . PUNCT catalyst-35973 218 1 as as SCONJ catalyst-35973 218 2 laura laura PROPN catalyst-35973 218 3 kurgan kurgan PROPN catalyst-35973 218 4 and and CCONJ catalyst-35973 218 5 collaborators collaborator NOUN catalyst-35973 218 6 have have AUX catalyst-35973 218 7 noted note VERB catalyst-35973 218 8 , , PUNCT catalyst-35973 218 9 homophily homophily ADV catalyst-35973 218 10 or or CCONJ catalyst-35973 218 11 heterophily heterophily ADV catalyst-35973 218 12 are be AUX catalyst-35973 218 13 not not PART catalyst-35973 218 14 preconditions precondition NOUN catalyst-35973 218 15 of of ADP catalyst-35973 218 16 an an DET catalyst-35973 218 17 analysis analysis NOUN catalyst-35973 218 18 but but CCONJ catalyst-35973 218 19 effects effect NOUN catalyst-35973 218 20 of of ADP catalyst-35973 218 21 it it PRON catalyst-35973 218 22 ( ( PUNCT catalyst-35973 218 23 kurgan kurgan PROPN catalyst-35973 218 24 et et PROPN catalyst-35973 218 25 al al PROPN catalyst-35973 218 26 . . PROPN catalyst-35973 218 27 2020 2020 NUM catalyst-35973 218 28 ) ) PUNCT catalyst-35973 218 29 . . PUNCT catalyst-35973 219 1 following follow VERB catalyst-35973 219 2 that that DET catalyst-35973 219 3 logic logic NOUN catalyst-35973 219 4 , , PUNCT catalyst-35973 219 5 ai ai VERB catalyst-35973 219 6 ’s ’s ADV catalyst-35973 219 7 reinscription reinscription NOUN catalyst-35973 219 8 of of ADP catalyst-35973 219 9 a a DET catalyst-35973 219 10 eugenicist eugenicist NOUN catalyst-35973 219 11 agenda agenda NOUN catalyst-35973 219 12 is be AUX catalyst-35973 219 13 central central ADJ catalyst-35973 219 14 to to ADP catalyst-35973 219 15 wendy wendy PROPN catalyst-35973 219 16 h.k h.k PROPN catalyst-35973 219 17 . . PROPN catalyst-35973 219 18 chun chun PROPN catalyst-35973 219 19 ’s ’s PART catalyst-35973 219 20 ( ( PUNCT catalyst-35973 219 21 2008 2008 NUM catalyst-35973 219 22 ) ) PUNCT catalyst-35973 219 23 critique critique NOUN catalyst-35973 219 24 of of ADP catalyst-35973 219 25 software software NOUN catalyst-35973 219 26 systems system NOUN catalyst-35973 219 27 , , PUNCT catalyst-35973 219 28 as as ADV catalyst-35973 219 29 well well ADV catalyst-35973 219 30 as as ADP catalyst-35973 219 31 emergently emergently ADV catalyst-35973 219 32 in in ADP catalyst-35973 219 33 discourses discourse NOUN catalyst-35973 219 34 of of ADP catalyst-35973 219 35 critical critical ADJ catalyst-35973 219 36 ai ai VERB catalyst-35973 219 37 engineering engineering NOUN catalyst-35973 219 38 and and CCONJ catalyst-35973 219 39 legal legal ADJ catalyst-35973 219 40 studies study NOUN catalyst-35973 219 41 ( ( PUNCT catalyst-35973 219 42 barocas barocas PROPN catalyst-35973 219 43 , , PUNCT catalyst-35973 219 44 hardt hardt PROPN catalyst-35973 219 45 , , PUNCT catalyst-35973 219 46 and and CCONJ catalyst-35973 219 47 narayanan narayanan PROPN catalyst-35973 219 48 2020 2020 NUM catalyst-35973 219 49 ; ; PUNCT catalyst-35973 219 50 kuhlberg kuhlberg PROPN catalyst-35973 219 51 et et PROPN catalyst-35973 219 52 al al PROPN catalyst-35973 219 53 . . PROPN catalyst-35973 219 54 2020 2020 NUM catalyst-35973 219 55 ; ; PUNCT catalyst-35973 220 1 richardson richardson PROPN catalyst-35973 220 2 , , PUNCT catalyst-35973 220 3 forthcoming forthcoming ADJ catalyst-35973 220 4 ) ) PUNCT catalyst-35973 220 5 . . PUNCT catalyst-35973 221 1 in in ADP catalyst-35973 221 2 the the DET catalyst-35973 221 3 current current ADJ catalyst-35973 221 4 state state NOUN catalyst-35973 221 5 of of ADP catalyst-35973 221 6 design design NOUN catalyst-35973 221 7 and and CCONJ catalyst-35973 221 8 application application NOUN catalyst-35973 221 9 , , PUNCT catalyst-35973 221 10 ai ai VERB catalyst-35973 221 11 carries carry VERB catalyst-35973 221 12 on on ADP catalyst-35973 221 13 the the DET catalyst-35973 221 14 extended extend VERB catalyst-35973 221 15 , , PUNCT catalyst-35973 221 16 ruthless ruthless ADJ catalyst-35973 221 17 logic logic NOUN catalyst-35973 221 18 of of ADP catalyst-35973 221 19 modernity modernity NOUN catalyst-35973 221 20 where where SCONJ catalyst-35973 221 21 technologies technology NOUN catalyst-35973 221 22 of of ADP catalyst-35973 221 23 power power NOUN catalyst-35973 221 24 are be AUX catalyst-35973 221 25 sociotechnological sociotechnological ADJ catalyst-35973 221 26 sorting sort VERB catalyst-35973 221 27 mechanisms mechanism NOUN catalyst-35973 221 28 . . PUNCT catalyst-35973 222 1 it it PRON catalyst-35973 222 2 is be AUX catalyst-35973 222 3 a a DET catalyst-35973 222 4 persistent persistent ADJ catalyst-35973 222 5 manifestation manifestation NOUN catalyst-35973 222 6 of of ADP catalyst-35973 222 7 the the DET catalyst-35973 222 8 colonial colonial ADJ catalyst-35973 222 9 sublime sublime NOUN catalyst-35973 222 10 that that PRON catalyst-35973 222 11 reinstates reinstate VERB catalyst-35973 222 12 machines machine NOUN catalyst-35973 222 13 as as ADP catalyst-35973 222 14 the the DET catalyst-35973 222 15 measure measure NOUN catalyst-35973 222 16 of of ADP catalyst-35973 222 17 man man NOUN catalyst-35973 222 18 ( ( PUNCT catalyst-35973 222 19 and and CCONJ catalyst-35973 222 20 also also ADV catalyst-35973 222 21 the the DET catalyst-35973 222 22 category category NOUN catalyst-35973 222 23 of of ADP catalyst-35973 222 24 “ " PUNCT catalyst-35973 222 25 not not PART catalyst-35973 222 26 - - PUNCT catalyst-35973 222 27 man man NOUN catalyst-35973 222 28 ” " PUNCT catalyst-35973 222 29 by by ADP catalyst-35973 222 30 implication implication NOUN catalyst-35973 222 31 ) ) PUNCT catalyst-35973 222 32 along along ADP catalyst-35973 222 33 a a DET catalyst-35973 222 34 recursive recursive ADJ catalyst-35973 222 35 trajectory trajectory NOUN catalyst-35973 222 36 ( ( PUNCT catalyst-35973 222 37 adas adas PROPN catalyst-35973 222 38 2015 2015 NUM catalyst-35973 222 39 ) ) PUNCT catalyst-35973 222 40 . . PUNCT catalyst-35973 223 1 the the DET catalyst-35973 223 2 persistent persistent ADJ catalyst-35973 223 3 distinction distinction NOUN catalyst-35973 223 4 of of ADP catalyst-35973 223 5 subject subject ADJ catalyst-35973 223 6 / / SYM catalyst-35973 223 7 object object NOUN catalyst-35973 223 8 or or CCONJ catalyst-35973 223 9 master master NOUN catalyst-35973 223 10 / / SYM catalyst-35973 223 11 slave slave NOUN catalyst-35973 223 12 traces trace VERB catalyst-35973 223 13 back back ADV catalyst-35973 223 14 to to ADP catalyst-35973 223 15 the the DET catalyst-35973 223 16 technological technological ADJ catalyst-35973 223 17 extension extension NOUN catalyst-35973 223 18 of of ADP catalyst-35973 223 19 “ " PUNCT catalyst-35973 223 20 man man NOUN catalyst-35973 223 21 ” " PUNCT catalyst-35973 223 22 that that PRON catalyst-35973 223 23 is be AUX catalyst-35973 223 24 continuously continuously ADV catalyst-35973 223 25 enacted enact VERB catalyst-35973 223 26 as as ADP catalyst-35973 223 27 a a DET catalyst-35973 223 28 sorting sort VERB catalyst-35973 223 29 mechanism mechanism NOUN catalyst-35973 223 30 . . PUNCT catalyst-35973 224 1 prosthesis prosthesis NOUN catalyst-35973 224 2 remains remain VERB catalyst-35973 224 3 the the DET catalyst-35973 224 4 dominant dominant ADJ catalyst-35973 224 5 figure figure NOUN catalyst-35973 224 6 of of ADP catalyst-35973 224 7 techné techné NOUN catalyst-35973 224 8 in in ADP catalyst-35973 224 9 western western ADJ catalyst-35973 224 10 philosophy philosophy NOUN catalyst-35973 224 11 ( ( PUNCT catalyst-35973 224 12 stiegler stiegler NOUN catalyst-35973 224 13 1998 1998 NUM catalyst-35973 224 14 ) ) PUNCT catalyst-35973 224 15 ; ; PUNCT catalyst-35973 224 16 it it PRON catalyst-35973 224 17 carries carry VERB catalyst-35973 224 18 across across ADP catalyst-35973 224 19 the the DET catalyst-35973 224 20 historical historical ADJ catalyst-35973 224 21 mechanical mechanical ADJ catalyst-35973 224 22 arts art NOUN catalyst-35973 224 23 to to ADP catalyst-35973 224 24 modern modern ADJ catalyst-35973 224 25 technology technology NOUN catalyst-35973 224 26 the the DET catalyst-35973 224 27 conceptual conceptual ADJ catalyst-35973 224 28 framework framework NOUN catalyst-35973 224 29 of of ADP catalyst-35973 224 30 appendage appendage NOUN catalyst-35973 224 31 in in ADP catalyst-35973 224 32 service service NOUN catalyst-35973 224 33 to to ADP catalyst-35973 224 34 the the DET catalyst-35973 224 35 subject subject NOUN catalyst-35973 224 36 ( ( PUNCT catalyst-35973 224 37 not not PART catalyst-35973 224 38 object object VERB catalyst-35973 224 39 ) ) PUNCT catalyst-35973 224 40 , , PUNCT catalyst-35973 224 41 with with ADP catalyst-35973 224 42 reinforced reinforce VERB catalyst-35973 224 43 boundary boundary ADJ catalyst-35973 224 44 markers marker NOUN catalyst-35973 224 45 . . PUNCT catalyst-35973 225 1 and and CCONJ catalyst-35973 225 2 the the DET catalyst-35973 225 3 technological technological ADJ catalyst-35973 225 4 prosthesis prosthesis NOUN catalyst-35973 225 5 as as ADP catalyst-35973 225 6 sorting sort VERB catalyst-35973 225 7 mechanism mechanism NOUN catalyst-35973 225 8 has have AUX catalyst-35973 225 9 led lead VERB catalyst-35973 225 10 to to ADP catalyst-35973 225 11 a a DET catalyst-35973 225 12 profundity profundity NOUN catalyst-35973 225 13 of of ADP catalyst-35973 225 14 violence violence NOUN catalyst-35973 225 15 evidenced evidence VERB catalyst-35973 225 16 in in ADP catalyst-35973 225 17 the the DET catalyst-35973 225 18 automation automation NOUN catalyst-35973 225 19 of of ADP catalyst-35973 225 20 all all DET catalyst-35973 225 21 others other NOUN catalyst-35973 225 22 outside outside ADP catalyst-35973 225 23 of of ADP catalyst-35973 225 24 the the DET catalyst-35973 225 25 illuminated illuminated ADJ catalyst-35973 225 26 station station NOUN catalyst-35973 225 27 of of ADP catalyst-35973 225 28 subject subject NOUN catalyst-35973 225 29 . . PUNCT catalyst-35973 226 1 as as ADP catalyst-35973 226 2 an an DET catalyst-35973 226 3 ontology ontology NOUN catalyst-35973 226 4 , , PUNCT catalyst-35973 226 5 the the DET catalyst-35973 226 6 prosthetic prosthetic NOUN catalyst-35973 226 7 continues continue VERB catalyst-35973 226 8 to to PART catalyst-35973 226 9 extend extend VERB catalyst-35973 226 10 its its PRON catalyst-35973 226 11 reach reach NOUN catalyst-35973 226 12 across across ADP catalyst-35973 226 13 technological technological ADJ catalyst-35973 226 14 evolutions evolution NOUN catalyst-35973 226 15 of of ADP catalyst-35973 226 16 command command NOUN catalyst-35973 226 17 - - PUNCT catalyst-35973 226 18 control control NOUN catalyst-35973 226 19 and and CCONJ catalyst-35973 226 20 cyber cyber NOUN catalyst-35973 226 21 - - PUNCT catalyst-35973 226 22 servo servo NOUN catalyst-35973 226 23 - - PUNCT catalyst-35973 226 24 mechanistic mechanistic ADJ catalyst-35973 226 25 apparatus apparatus NOUN catalyst-35973 226 26 . . PUNCT catalyst-35973 226 27     SPACE catalyst-35973 226 28 moving move VERB catalyst-35973 226 29 away away ADV catalyst-35973 226 30 from from ADP catalyst-35973 226 31 a a DET catalyst-35973 226 32 paradigm paradigm NOUN catalyst-35973 226 33 of of ADP catalyst-35973 226 34 command command NOUN catalyst-35973 226 35 - - PUNCT catalyst-35973 226 36 control control NOUN catalyst-35973 226 37 , , PUNCT catalyst-35973 226 38 parisi parisi PROPN catalyst-35973 226 39 offers offer VERB catalyst-35973 226 40 a a DET catalyst-35973 226 41 view view NOUN catalyst-35973 226 42 of of ADP catalyst-35973 226 43 ai ai VERB catalyst-35973 226 44 that that SCONJ catalyst-35973 226 45 profoundly profoundly ADV catalyst-35973 226 46 challenges challenge VERB catalyst-35973 226 47 the the DET catalyst-35973 226 48 ontology ontology NOUN catalyst-35973 226 49 of of ADP catalyst-35973 226 50 technology technology NOUN catalyst-35973 226 51 as as ADP catalyst-35973 226 52 prosthetic prosthetic ADJ catalyst-35973 226 53 . . PUNCT catalyst-35973 227 1 in in ADP catalyst-35973 227 2 reconsidering reconsider VERB catalyst-35973 227 3 ai ai INTJ catalyst-35973 227 4 as as ADP catalyst-35973 227 5 an an DET catalyst-35973 227 6 alien alien ADJ catalyst-35973 227 7 intelligence intelligence NOUN catalyst-35973 227 8 , , PUNCT catalyst-35973 227 9 parisi parisi PROPN catalyst-35973 227 10 points point NOUN catalyst-35973 227 11 to to ADP catalyst-35973 227 12 a a DET catalyst-35973 227 13 change change NOUN catalyst-35973 227 14 of of ADP catalyst-35973 227 15 state state NOUN catalyst-35973 227 16 that that PRON catalyst-35973 227 17 moves move VERB catalyst-35973 227 18 the the DET catalyst-35973 227 19 technology technology NOUN catalyst-35973 227 20 beyond beyond ADP catalyst-35973 227 21 tool tool NOUN catalyst-35973 227 22 and and CCONJ catalyst-35973 227 23 outside outside ADP catalyst-35973 227 24 of of ADP catalyst-35973 227 25 the the DET catalyst-35973 227 26 domain domain NOUN catalyst-35973 227 27 of of ADP catalyst-35973 227 28 what what PRON catalyst-35973 227 29 has have AUX catalyst-35973 227 30 historically historically ADV catalyst-35973 227 31 — — PUNCT catalyst-35973 227 32 and and CCONJ catalyst-35973 227 33 increasingly increasingly ADV catalyst-35973 227 34 hysterically hysterically ADV catalyst-35973 227 35 — — PUNCT catalyst-35973 227 36 been be AUX catalyst-35973 227 37 referred refer VERB catalyst-35973 227 38 to to ADP catalyst-35973 227 39 as as ADP catalyst-35973 227 40 the the DET catalyst-35973 227 41 “ " PUNCT catalyst-35973 227 42 self self NOUN catalyst-35973 227 43 - - PUNCT catalyst-35973 227 44 determining determine VERB catalyst-35973 227 45 subject subject NOUN catalyst-35973 227 46 . . PUNCT catalyst-35973 227 47 ” " PUNCT catalyst-35973 228 1 in in ADP catalyst-35973 228 2 shifting shift VERB catalyst-35973 228 3 from from ADP catalyst-35973 228 4 the the DET catalyst-35973 228 5 paradigm paradigm NOUN catalyst-35973 228 6 of of ADP catalyst-35973 228 7 cyber cyber NOUN catalyst-35973 228 8 - - PUNCT catalyst-35973 228 9 servo servo NOUN catalyst-35973 228 10 - - PUNCT catalyst-35973 228 11 mechanism mechanism NOUN catalyst-35973 228 12 to to ADP catalyst-35973 228 13 the the DET catalyst-35973 228 14 alien alien ADJ catalyst-35973 228 15 subject subject NOUN catalyst-35973 228 16 of of ADP catalyst-35973 228 17 ai ai PROPN catalyst-35973 228 18 , , PUNCT catalyst-35973 228 19 parisi parisi PROPN catalyst-35973 228 20 signals signal VERB catalyst-35973 228 21 the the DET catalyst-35973 228 22 change change NOUN catalyst-35973 228 23 of of ADP catalyst-35973 228 24 state state NOUN catalyst-35973 228 25 from from ADP catalyst-35973 228 26 prosthetic prosthetic NOUN catalyst-35973 228 27 to to ADP catalyst-35973 228 28 that that PRON catalyst-35973 228 29 of of ADP catalyst-35973 228 30 alien alien ADJ catalyst-35973 228 31 technology technology NOUN catalyst-35973 228 32 — — PUNCT catalyst-35973 228 33 outside outside ADP catalyst-35973 228 34 of of ADP catalyst-35973 228 35 , , PUNCT catalyst-35973 228 36 adjacent adjacent ADJ catalyst-35973 228 37 to to ADP catalyst-35973 228 38 the the DET catalyst-35973 228 39 transcendental transcendental ADJ catalyst-35973 228 40 self self NOUN catalyst-35973 228 41 - - PUNCT catalyst-35973 228 42 determining determine VERB catalyst-35973 228 43 subject subject NOUN catalyst-35973 228 44 . . PUNCT catalyst-35973 229 1 she she PRON catalyst-35973 229 2 queries query VERB catalyst-35973 229 3 “ " PUNCT catalyst-35973 229 4 whether whether SCONJ catalyst-35973 229 5 the the DET catalyst-35973 229 6 servo servo NOUN catalyst-35973 229 7 - - PUNCT catalyst-35973 229 8 mechanic mechanic ADJ catalyst-35973 229 9 model model NOUN catalyst-35973 229 10 of of ADP catalyst-35973 229 11 technology technology NOUN catalyst-35973 229 12 can can AUX catalyst-35973 229 13 be be AUX catalyst-35973 229 14 overturned overturn VERB catalyst-35973 229 15 to to PART catalyst-35973 229 16 expose expose VERB catalyst-35973 229 17 the the DET catalyst-35973 229 18 alien alien ADJ catalyst-35973 229 19 subject subject NOUN catalyst-35973 229 20 of of ADP catalyst-35973 229 21 artificial artificial ADJ catalyst-35973 229 22 intelligence intelligence NOUN catalyst-35973 229 23 as as ADP catalyst-35973 229 24 a a DET catalyst-35973 229 25 mode mode NOUN catalyst-35973 229 26 of of ADP catalyst-35973 229 27 thinking thinking NOUN catalyst-35973 229 28 originating originate VERB catalyst-35973 229 29 at at ADP catalyst-35973 229 30 , , PUNCT catalyst-35973 229 31 but but CCONJ catalyst-35973 229 32 also also ADV catalyst-35973 229 33 beyond beyond ADV catalyst-35973 229 34 , , PUNCT catalyst-35973 229 35 the the DET catalyst-35973 229 36 transcendental transcendental ADJ catalyst-35973 229 37 schema schema NOUN catalyst-35973 229 38 of of ADP catalyst-35973 229 39 the the DET catalyst-35973 229 40 self self NOUN catalyst-35973 229 41 - - PUNCT catalyst-35973 229 42 determining determine VERB catalyst-35973 229 43 subject subject NOUN catalyst-35973 229 44 ” " PUNCT catalyst-35973 229 45 ( ( PUNCT catalyst-35973 229 46 parisi parisi PROPN catalyst-35973 229 47 2019 2019 NUM catalyst-35973 229 48 , , PUNCT catalyst-35973 229 49 27 27 NUM catalyst-35973 229 50 ) ) PUNCT catalyst-35973 229 51 . . PUNCT catalyst-35973 230 1 in in ADP catalyst-35973 230 2 conceptualizing conceptualize VERB catalyst-35973 230 3 ai ai NOUN catalyst-35973 230 4 as as ADP catalyst-35973 230 5 “ " PUNCT catalyst-35973 230 6 alien alien ADJ catalyst-35973 230 7 ” " PUNCT catalyst-35973 230 8 outside outside ADP catalyst-35973 230 9 of of ADP catalyst-35973 230 10 human human ADJ catalyst-35973 230 11 control control NOUN catalyst-35973 230 12 , , PUNCT catalyst-35973 230 13 even even ADV catalyst-35973 230 14 as as SCONJ catalyst-35973 230 15 it it PRON catalyst-35973 230 16 is be AUX catalyst-35973 230 17 of of ADP catalyst-35973 230 18 human human ADJ catalyst-35973 230 19 design design NOUN catalyst-35973 230 20 , , PUNCT catalyst-35973 230 21 parisi parisi PROPN catalyst-35973 230 22 offers offer VERB catalyst-35973 230 23 a a DET catalyst-35973 230 24 speculative speculative ADJ catalyst-35973 230 25 window window NOUN catalyst-35973 230 26 on on ADP catalyst-35973 230 27 what what PRON catalyst-35973 230 28 moving move VERB catalyst-35973 230 29 beyond beyond ADP catalyst-35973 230 30 a a DET catalyst-35973 230 31 colonial colonial ADJ catalyst-35973 230 32 sublime sublime NOUN catalyst-35973 230 33 might might AUX catalyst-35973 230 34 portend portend VERB catalyst-35973 230 35 . . PUNCT catalyst-35973 231 1 parisi parisi PROPN catalyst-35973 231 2 ’s ’s PART catalyst-35973 231 3 logic logic NOUN catalyst-35973 231 4 coincides coincide VERB catalyst-35973 231 5 with with ADP catalyst-35973 231 6 black black ADJ catalyst-35973 231 7 techné techné NOUN catalyst-35973 231 8 : : PUNCT catalyst-35973 231 9 ai ai VERB catalyst-35973 231 10 exceeds exceed NOUN catalyst-35973 231 11 itself itself PRON catalyst-35973 231 12 , , PUNCT catalyst-35973 231 13 loses lose VERB catalyst-35973 231 14 and and CCONJ catalyst-35973 231 15 finds find VERB catalyst-35973 231 16 itself itself PRON catalyst-35973 231 17 . . PUNCT catalyst-35973 232 1 to to ADP catalyst-35973 232 2 this this DET catalyst-35973 232 3 end end NOUN catalyst-35973 232 4 parisi parisi PROPN catalyst-35973 232 5 states state NOUN catalyst-35973 232 6 , , PUNCT catalyst-35973 232 7 “ " PUNCT catalyst-35973 232 8 however however ADV catalyst-35973 232 9 , , PUNCT catalyst-35973 232 10 how how SCONJ catalyst-35973 232 11 to to PART catalyst-35973 232 12 describe describe VERB catalyst-35973 232 13 an an DET catalyst-35973 232 14 apparatus apparatus NOUN catalyst-35973 232 15 of of ADP catalyst-35973 232 16 capture capture NOUN catalyst-35973 232 17 that that PRON catalyst-35973 232 18 runs run VERB catalyst-35973 232 19 away away ADV catalyst-35973 232 20 from from ADP catalyst-35973 232 21 itself itself PRON catalyst-35973 232 22 , , PUNCT catalyst-35973 232 23 how how SCONJ catalyst-35973 232 24 to to PART catalyst-35973 232 25 understand understand VERB catalyst-35973 232 26 the the DET catalyst-35973 232 27 dominance dominance NOUN catalyst-35973 232 28 of of ADP catalyst-35973 232 29 algorithmic algorithmic ADJ catalyst-35973 232 30 forms form NOUN catalyst-35973 232 31 of of ADP catalyst-35973 232 32 subsumption subsumption NOUN catalyst-35973 232 33 that that PRON catalyst-35973 232 34 challenge challenge VERB catalyst-35973 232 35 both both CCONJ catalyst-35973 232 36 the the DET catalyst-35973 232 37 law law NOUN catalyst-35973 232 38 of of ADP catalyst-35973 232 39 the the DET catalyst-35973 232 40 subject subject NOUN catalyst-35973 232 41 and and CCONJ catalyst-35973 232 42 its its PRON catalyst-35973 232 43 crisis crisis NOUN catalyst-35973 232 44 today today NOUN catalyst-35973 232 45 ? ? PUNCT catalyst-35973 232 46 ” " PUNCT catalyst-35973 233 1 ( ( PUNCT catalyst-35973 233 2 2019 2019 NUM catalyst-35973 233 3 , , PUNCT catalyst-35973 233 4 36 36 NUM catalyst-35973 233 5 ) ) PUNCT catalyst-35973 233 6 . . PUNCT catalyst-35973 234 1 in in ADP catalyst-35973 234 2 keeping keep VERB catalyst-35973 234 3 with with ADP catalyst-35973 234 4 the the DET catalyst-35973 234 5 harney harney NOUN catalyst-35973 234 6 and and CCONJ catalyst-35973 234 7 moten moten PROPN catalyst-35973 234 8 figuration figuration NOUN catalyst-35973 234 9 of of ADP catalyst-35973 234 10 blackness blackness NOUN catalyst-35973 234 11 as as ADP catalyst-35973 234 12 the the DET catalyst-35973 234 13 thing thing NOUN catalyst-35973 234 14 that that PRON catalyst-35973 234 15 “ " PUNCT catalyst-35973 234 16 loses lose VERB catalyst-35973 234 17 and and CCONJ catalyst-35973 234 18 finds find VERB catalyst-35973 234 19 itself itself PRON catalyst-35973 234 20 , , PUNCT catalyst-35973 234 21 ” " PUNCT catalyst-35973 234 22 parisi parisi PROPN catalyst-35973 234 23 summons summon NOUN catalyst-35973 234 24 with with ADP catalyst-35973 234 25 the the DET catalyst-35973 234 26 “ " PUNCT catalyst-35973 234 27 apparatus apparatus NOUN catalyst-35973 234 28 of of ADP catalyst-35973 234 29 capture”—the capture”—the DET catalyst-35973 234 30 very very ADV catalyst-35973 234 31 technological technological ADJ catalyst-35973 234 32 modality modality NOUN catalyst-35973 234 33 that that PRON catalyst-35973 234 34 is be AUX catalyst-35973 234 35 meant mean VERB catalyst-35973 234 36 to to PART catalyst-35973 234 37 reinscribe reinscribe VERB catalyst-35973 234 38 the the DET catalyst-35973 234 39 biopolitics biopolitic NOUN catalyst-35973 234 40 of of ADP catalyst-35973 234 41 a a DET catalyst-35973 234 42 surveillance surveillance NOUN catalyst-35973 234 43 state state NOUN catalyst-35973 234 44 — — PUNCT catalyst-35973 234 45 the the DET catalyst-35973 234 46 ethos ethos NOUN catalyst-35973 234 47 of of ADP catalyst-35973 234 48 the the DET catalyst-35973 234 49 itinerant itinerant ADJ catalyst-35973 234 50 . . PUNCT catalyst-35973 235 1 despite despite SCONJ catalyst-35973 235 2 its its PRON catalyst-35973 235 3 human human ADJ catalyst-35973 235 4 maker maker NOUN catalyst-35973 235 5 / / SYM catalyst-35973 235 6 master master NOUN catalyst-35973 235 7 , , PUNCT catalyst-35973 235 8 ai ai AUX catalyst-35973 235 9 “ " PUNCT catalyst-35973 235 10 runs run VERB catalyst-35973 235 11 away away ADV catalyst-35973 235 12 from from ADP catalyst-35973 235 13 itself itself PRON catalyst-35973 235 14 . . PUNCT catalyst-35973 235 15 ” " PUNCT catalyst-35973 236 1 this this DET catalyst-35973 236 2 horizontal horizontal ADJ catalyst-35973 236 3 logic logic NOUN catalyst-35973 236 4 of of ADP catalyst-35973 236 5 exceeding exceed VERB catalyst-35973 236 6 itself itself PRON catalyst-35973 236 7 in in ADP catalyst-35973 236 8 the the DET catalyst-35973 236 9 sense sense NOUN catalyst-35973 236 10 of of ADP catalyst-35973 236 11 moving move VERB catalyst-35973 236 12 outside outside ADV catalyst-35973 236 13 of of ADP catalyst-35973 236 14 its its PRON catalyst-35973 236 15 given give VERB catalyst-35973 236 16 ontological ontological ADJ catalyst-35973 236 17 domain domain NOUN catalyst-35973 236 18 and and CCONJ catalyst-35973 236 19 toward toward ADP catalyst-35973 236 20 uncharted uncharted ADJ catalyst-35973 236 21 territory territory NOUN catalyst-35973 236 22 ( ( PUNCT catalyst-35973 236 23 the the DET catalyst-35973 236 24 wild wild NOUN catalyst-35973 236 25 , , PUNCT catalyst-35973 236 26 the the DET catalyst-35973 236 27 swamp swamp NOUN catalyst-35973 236 28 , , PUNCT catalyst-35973 236 29 the the DET catalyst-35973 236 30 surround surround NOUN catalyst-35973 236 31 , , PUNCT catalyst-35973 236 32 the the DET catalyst-35973 236 33 alien alien NOUN catalyst-35973 236 34 ) ) PUNCT catalyst-35973 236 35 offers offer VERB catalyst-35973 236 36 an an DET catalyst-35973 236 37 opening opening NOUN catalyst-35973 236 38 to to ADP catalyst-35973 236 39 other other ADJ catalyst-35973 236 40 possibilities possibility NOUN catalyst-35973 236 41 beyond beyond ADP catalyst-35973 236 42 the the DET catalyst-35973 236 43 reinscription reinscription NOUN catalyst-35973 236 44 of of ADP catalyst-35973 236 45 technologies technology NOUN catalyst-35973 236 46 of of ADP catalyst-35973 236 47 the the DET catalyst-35973 236 48 artificial artificial NOUN catalyst-35973 236 49 that that PRON catalyst-35973 236 50 enact enact VERB catalyst-35973 236 51 a a DET catalyst-35973 236 52 violence violence NOUN catalyst-35973 236 53 of of ADP catalyst-35973 236 54 ordering ordering NOUN catalyst-35973 236 55 . . PUNCT catalyst-35973 237 1 in in ADP catalyst-35973 237 2 citing cite VERB catalyst-35973 237 3 the the DET catalyst-35973 237 4 ongoing ongoing ADJ catalyst-35973 237 5 “ " PUNCT catalyst-35973 237 6 crisis crisis NOUN catalyst-35973 237 7 ” " PUNCT catalyst-35973 237 8 of of ADP catalyst-35973 237 9 the the DET catalyst-35973 237 10 subject subject NOUN catalyst-35973 237 11 , , PUNCT catalyst-35973 237 12 parisi parisi PROPN catalyst-35973 237 13 locates locate VERB catalyst-35973 237 14 an an DET catalyst-35973 237 15 opportunity opportunity NOUN catalyst-35973 237 16 for for ADP catalyst-35973 237 17 different different ADJ catalyst-35973 237 18 relations relation NOUN catalyst-35973 237 19 articulated articulate VERB catalyst-35973 237 20 as as ADP catalyst-35973 237 21 living live VERB catalyst-35973 237 22 adjacently adjacently ADV catalyst-35973 237 23 to to ADP catalyst-35973 237 24 technologies technology NOUN catalyst-35973 237 25 of of ADP catalyst-35973 237 26 the the DET catalyst-35973 237 27 surround surround NOUN catalyst-35973 237 28 . . PUNCT catalyst-35973 238 1 in in ADP catalyst-35973 238 2 considering consider VERB catalyst-35973 238 3 how how SCONJ catalyst-35973 238 4 such such ADJ catalyst-35973 238 5 adjacency adjacency NOUN catalyst-35973 238 6 might might AUX catalyst-35973 238 7 be be AUX catalyst-35973 238 8 configured configure VERB catalyst-35973 238 9 , , PUNCT catalyst-35973 238 10 i i PRON catalyst-35973 238 11 look look VERB catalyst-35973 238 12 to to ADP catalyst-35973 238 13 barad barad PROPN catalyst-35973 238 14 ’s ’s PART catalyst-35973 238 15 account account NOUN catalyst-35973 238 16 of of ADP catalyst-35973 238 17 agency agency NOUN catalyst-35973 238 18 not not PART catalyst-35973 238 19 as as ADP catalyst-35973 238 20 a a DET catalyst-35973 238 21 predetermined predetermined ADJ catalyst-35973 238 22 attribute attribute NOUN catalyst-35973 238 23 but but CCONJ catalyst-35973 238 24 as as ADP catalyst-35973 238 25 an an DET catalyst-35973 238 26 event event NOUN catalyst-35973 238 27 with with ADP catalyst-35973 238 28 its its PRON catalyst-35973 238 29 own own ADJ catalyst-35973 238 30 temporality temporality NOUN catalyst-35973 238 31 and and CCONJ catalyst-35973 238 32 locality locality NOUN catalyst-35973 238 33 . . PUNCT catalyst-35973 238 34     SPACE catalyst-35973 239 1 categorical categorical ADJ catalyst-35973 239 2 imperative imperative NOUN catalyst-35973 239 3 and and CCONJ catalyst-35973 239 4 the the DET catalyst-35973 239 5 intermittent intermittent ADJ catalyst-35973 239 6 event event NOUN catalyst-35973 239 7 of of ADP catalyst-35973 239 8 becoming become VERB catalyst-35973 239 9 barad barad NOUN catalyst-35973 239 10 hails hail VERB catalyst-35973 239 11 a a DET catalyst-35973 239 12 material material NOUN catalyst-35973 239 13 account account NOUN catalyst-35973 239 14 of of ADP catalyst-35973 239 15 bodies body NOUN catalyst-35973 239 16 ( ( PUNCT catalyst-35973 239 17 including include VERB catalyst-35973 239 18 bodies body NOUN catalyst-35973 239 19 of of ADP catalyst-35973 239 20 knowledge knowledge NOUN catalyst-35973 239 21 ) ) PUNCT catalyst-35973 239 22 as as ADP catalyst-35973 239 23 not not PART catalyst-35973 239 24 subject subject VERB catalyst-35973 239 25 / / SYM catalyst-35973 239 26 object object NOUN catalyst-35973 239 27 but but CCONJ catalyst-35973 239 28 locations location NOUN catalyst-35973 239 29 of of ADP catalyst-35973 239 30 time time NOUN catalyst-35973 239 31 and and CCONJ catalyst-35973 239 32 place place NOUN catalyst-35973 239 33 . . PUNCT catalyst-35973 240 1 the the DET catalyst-35973 240 2 frame frame NOUN catalyst-35973 240 3 — — PUNCT catalyst-35973 240 4 the the DET catalyst-35973 240 5 rules rule NOUN catalyst-35973 240 6 of of ADP catalyst-35973 240 7 engagement engagement NOUN catalyst-35973 240 8 — — PUNCT catalyst-35973 240 9 in in ADP catalyst-35973 240 10 this this DET catalyst-35973 240 11 case case NOUN catalyst-35973 240 12 are be AUX catalyst-35973 240 13 quantum quantum ADJ catalyst-35973 240 14 physics physics NOUN catalyst-35973 240 15 as as SCONJ catalyst-35973 240 16 derived derive VERB catalyst-35973 240 17 by by ADP catalyst-35973 240 18 neil neil PROPN catalyst-35973 240 19 bohr bohr PROPN catalyst-35973 240 20 . . PUNCT catalyst-35973 241 1 in in ADP catalyst-35973 241 2 calling call VERB catalyst-35973 241 3 on on ADP catalyst-35973 241 4 the the DET catalyst-35973 241 5 philosophy philosophy NOUN catalyst-35973 241 6 - - PUNCT catalyst-35973 241 7 physics physics NOUN catalyst-35973 241 8 of of ADP catalyst-35973 241 9 bohr bohr PROPN catalyst-35973 241 10 , , PUNCT catalyst-35973 241 11 barad barad PROPN catalyst-35973 241 12 unbinds unbind VERB catalyst-35973 241 13 events event NOUN catalyst-35973 241 14 from from ADP catalyst-35973 241 15 a a DET catalyst-35973 241 16 categorical categorical ADJ catalyst-35973 241 17 imperative imperative NOUN catalyst-35973 241 18 in in ADP catalyst-35973 241 19 the the DET catalyst-35973 241 20 sense sense NOUN catalyst-35973 241 21 that that SCONJ catalyst-35973 241 22 there there PRON catalyst-35973 241 23 is be VERB catalyst-35973 241 24 no no DET catalyst-35973 241 25 a a DET catalyst-35973 241 26 priori priori ADJ catalyst-35973 241 27 determination determination NOUN catalyst-35973 241 28 of of ADP catalyst-35973 241 29 position position NOUN catalyst-35973 241 30 , , PUNCT catalyst-35973 241 31 e.g. e.g. ADV catalyst-35973 241 32 , , PUNCT catalyst-35973 241 33 subject subject ADJ catalyst-35973 241 34 / / SYM catalyst-35973 241 35 object object NOUN catalyst-35973 241 36 . . PUNCT catalyst-35973 242 1 position position NOUN catalyst-35973 242 2 is be AUX catalyst-35973 242 3 determined determine VERB catalyst-35973 242 4 of of ADP catalyst-35973 242 5 a a DET catalyst-35973 242 6 moment moment NOUN catalyst-35973 242 7 . . PUNCT catalyst-35973 243 1 barad barad PROPN catalyst-35973 243 2 describes describe VERB catalyst-35973 243 3 the the DET catalyst-35973 243 4 liberatory liberatory ADJ catalyst-35973 243 5 function function NOUN catalyst-35973 243 6 of of ADP catalyst-35973 243 7 a a DET catalyst-35973 243 8 technology technology NOUN catalyst-35973 243 9 of of ADP catalyst-35973 243 10 the the DET catalyst-35973 243 11 surround surround NOUN catalyst-35973 243 12 in in ADP catalyst-35973 243 13 terms term NOUN catalyst-35973 243 14 of of ADP catalyst-35973 243 15 a a DET catalyst-35973 243 16 materialist materialist ADJ catalyst-35973 243 17 agential agential ADJ catalyst-35973 243 18 realism realism NOUN catalyst-35973 243 19 of of ADP catalyst-35973 243 20 becoming become VERB catalyst-35973 243 21 : : PUNCT catalyst-35973 243 22 “ " PUNCT catalyst-35973 243 23 for for ADP catalyst-35973 243 24 bohr bohr PROPN catalyst-35973 243 25 , , PUNCT catalyst-35973 243 26 things thing NOUN catalyst-35973 243 27 do do AUX catalyst-35973 243 28 not not PART catalyst-35973 243 29 have have AUX catalyst-35973 243 30 inherently inherently ADV catalyst-35973 243 31 determinate determinate VERB catalyst-35973 243 32 boundaries boundary NOUN catalyst-35973 243 33 or or CCONJ catalyst-35973 243 34 properties property NOUN catalyst-35973 243 35 , , PUNCT catalyst-35973 243 36 and and CCONJ catalyst-35973 243 37 words word NOUN catalyst-35973 243 38 do do AUX catalyst-35973 243 39 not not PART catalyst-35973 243 40 have have AUX catalyst-35973 243 41 inherently inherently ADV catalyst-35973 243 42 determinate determinate ADJ catalyst-35973 243 43 meanings meaning NOUN catalyst-35973 243 44 . . PUNCT catalyst-35973 244 1 bohr bohr PROPN catalyst-35973 244 2 also also ADV catalyst-35973 244 3 calls call VERB catalyst-35973 244 4 into into ADP catalyst-35973 244 5 question question NOUN catalyst-35973 244 6 the the DET catalyst-35973 244 7 related related ADJ catalyst-35973 244 8 cartesian cartesian ADJ catalyst-35973 244 9 belief belief NOUN catalyst-35973 244 10 in in ADP catalyst-35973 244 11 the the DET catalyst-35973 244 12 inherent inherent ADJ catalyst-35973 244 13 distinction distinction NOUN catalyst-35973 244 14 between between ADP catalyst-35973 244 15 subject subject NOUN catalyst-35973 244 16 and and CCONJ catalyst-35973 244 17 object object NOUN catalyst-35973 244 18 , , PUNCT catalyst-35973 244 19 and and CCONJ catalyst-35973 244 20 knower knower PROPN catalyst-35973 244 21 and and CCONJ catalyst-35973 244 22 known know VERB catalyst-35973 244 23 ” " PUNCT catalyst-35973 244 24 ( ( PUNCT catalyst-35973 244 25 2003 2003 NUM catalyst-35973 244 26 , , PUNCT catalyst-35973 244 27 813 813 NUM catalyst-35973 244 28 ) ) PUNCT catalyst-35973 244 29 . . PUNCT catalyst-35973 245 1 the the DET catalyst-35973 245 2 destabilizing destabilizing NOUN catalyst-35973 245 3 of of ADP catalyst-35973 245 4 finite finite ADJ catalyst-35973 245 5 categories category NOUN catalyst-35973 245 6 continues continue VERB catalyst-35973 245 7 through through ADP catalyst-35973 245 8 the the DET catalyst-35973 245 9 physics physics NOUN catalyst-35973 245 10 of of ADP catalyst-35973 245 11 wave wave NOUN catalyst-35973 245 12 / / SYM catalyst-35973 245 13 particle particle NOUN catalyst-35973 245 14 and and CCONJ catalyst-35973 245 15 the the DET catalyst-35973 245 16 semiotics semiotic NOUN catalyst-35973 245 17 of of ADP catalyst-35973 245 18 subject subject ADJ catalyst-35973 245 19 / / SYM catalyst-35973 245 20 object object NOUN catalyst-35973 245 21 . . PUNCT catalyst-35973 246 1 in in ADP catalyst-35973 246 2 her her PRON catalyst-35973 246 3 argument argument NOUN catalyst-35973 246 4 , , PUNCT catalyst-35973 246 5 the the DET catalyst-35973 246 6 indeterminacy indeterminacy NOUN catalyst-35973 246 7 at at ADP catalyst-35973 246 8 the the DET catalyst-35973 246 9 level level NOUN catalyst-35973 246 10 of of ADP catalyst-35973 246 11 the the DET catalyst-35973 246 12 atomic atomic ADJ catalyst-35973 246 13 corresponds correspond NOUN catalyst-35973 246 14 with with ADP catalyst-35973 246 15 an an DET catalyst-35973 246 16 indeterminacy indeterminacy NOUN catalyst-35973 246 17 of of ADP catalyst-35973 246 18 language language NOUN catalyst-35973 246 19 as as ADP catalyst-35973 246 20 signification signification NOUN catalyst-35973 246 21 . . PUNCT catalyst-35973 247 1 this this PRON catalyst-35973 247 2 is be AUX catalyst-35973 247 3 not not PART catalyst-35973 247 4 a a DET catalyst-35973 247 5 version version NOUN catalyst-35973 247 6 of of ADP catalyst-35973 247 7 infinite infinite ADJ catalyst-35973 247 8 regress regress NOUN catalyst-35973 247 9 , , PUNCT catalyst-35973 247 10 “ " PUNCT catalyst-35973 247 11 turtles turtle NOUN catalyst-35973 247 12 all all DET catalyst-35973 247 13 the the DET catalyst-35973 247 14 way way NOUN catalyst-35973 247 15 down down ADV catalyst-35973 247 16 . . PUNCT catalyst-35973 247 17 ” " PUNCT catalyst-35973 248 1 rather rather ADV catalyst-35973 248 2 , , PUNCT catalyst-35973 248 3 barad barad PROPN catalyst-35973 248 4 points point VERB catalyst-35973 248 5 to to ADP catalyst-35973 248 6 tempo tempo PROPN catalyst-35973 248 7 , , PUNCT catalyst-35973 248 8 the the DET catalyst-35973 248 9 event event NOUN catalyst-35973 248 10 of of ADP catalyst-35973 248 11 arrival arrival NOUN catalyst-35973 248 12 and and CCONJ catalyst-35973 248 13 dissipation dissipation NOUN catalyst-35973 248 14 . . PUNCT catalyst-35973 248 15     SPACE catalyst-35973 248 16 with with ADP catalyst-35973 248 17 this this DET catalyst-35973 248 18 critical critical ADJ catalyst-35973 248 19 invitation invitation NOUN catalyst-35973 248 20 to to PART catalyst-35973 248 21 displace displace VERB catalyst-35973 248 22 a a DET catalyst-35973 248 23 false false ADJ catalyst-35973 248 24 sense sense NOUN catalyst-35973 248 25 of of ADP catalyst-35973 248 26 certainty certainty NOUN catalyst-35973 248 27 , , PUNCT catalyst-35973 248 28 barad barad NOUN catalyst-35973 248 29 offers offer VERB catalyst-35973 248 30 a a DET catalyst-35973 248 31 logic logic NOUN catalyst-35973 248 32 outside outside ADP catalyst-35973 248 33 of of ADP catalyst-35973 248 34 the the DET catalyst-35973 248 35 categorical categorical NOUN catalyst-35973 248 36 that that PRON catalyst-35973 248 37 speaks speak VERB catalyst-35973 248 38 to to ADP catalyst-35973 248 39 a a DET catalyst-35973 248 40 wildness wildness NOUN catalyst-35973 248 41 of of ADP catalyst-35973 248 42 being be AUX catalyst-35973 248 43 that that PRON catalyst-35973 248 44 can can AUX catalyst-35973 248 45 not not PART catalyst-35973 248 46 be be AUX catalyst-35973 248 47 bound bind VERB catalyst-35973 248 48 to to ADP catalyst-35973 248 49 a a DET catalyst-35973 248 50 singular singular ADJ catalyst-35973 248 51 state state NOUN catalyst-35973 248 52 in in ADP catalyst-35973 248 53 advance advance NOUN catalyst-35973 248 54 of of ADP catalyst-35973 248 55 the the DET catalyst-35973 248 56 specificity specificity NOUN catalyst-35973 248 57 of of ADP catalyst-35973 248 58 situation situation NOUN catalyst-35973 248 59 . . PUNCT catalyst-35973 249 1 the the DET catalyst-35973 249 2 “ " PUNCT catalyst-35973 249 3 event event NOUN catalyst-35973 249 4 ” " PUNCT catalyst-35973 249 5 as as SCONJ catalyst-35973 249 6 such such ADJ catalyst-35973 249 7 is be AUX catalyst-35973 249 8 locative locative ADJ catalyst-35973 249 9 , , PUNCT catalyst-35973 249 10 particular particular ADJ catalyst-35973 249 11 , , PUNCT catalyst-35973 249 12 and and CCONJ catalyst-35973 249 13 not not PART catalyst-35973 249 14 generalizable generalizable ADJ catalyst-35973 249 15 . . PUNCT catalyst-35973 250 1 as as SCONJ catalyst-35973 250 2 barad barad NOUN catalyst-35973 250 3 writes write VERB catalyst-35973 250 4 , , PUNCT catalyst-35973 250 5 “ " PUNCT catalyst-35973 250 6 bohr bohr PROPN catalyst-35973 250 7 resolves resolve VERB catalyst-35973 250 8 this this DET catalyst-35973 250 9 wave wave NOUN catalyst-35973 250 10 - - PUNCT catalyst-35973 250 11 particle particle NOUN catalyst-35973 250 12 duality duality NOUN catalyst-35973 250 13 paradox paradox NOUN catalyst-35973 250 14 as as SCONJ catalyst-35973 250 15 follows follow VERB catalyst-35973 250 16 : : PUNCT catalyst-35973 250 17 the the DET catalyst-35973 250 18 objective objective ADJ catalyst-35973 250 19 referent referent NOUN catalyst-35973 250 20 is be AUX catalyst-35973 250 21 not not PART catalyst-35973 250 22 some some DET catalyst-35973 250 23 abstract abstract ADJ catalyst-35973 250 24 , , PUNCT catalyst-35973 250 25 independently independently ADV catalyst-35973 250 26 existing exist VERB catalyst-35973 250 27 entity entity NOUN catalyst-35973 250 28 but but CCONJ catalyst-35973 250 29 rather rather ADV catalyst-35973 250 30 the the DET catalyst-35973 250 31 phenomenon phenomenon NOUN catalyst-35973 250 32 of of ADP catalyst-35973 250 33 light light ADJ catalyst-35973 250 34 intra intra ADJ catalyst-35973 250 35 - - ADJ catalyst-35973 250 36 acting act VERB catalyst-35973 250 37 with with ADP catalyst-35973 250 38 the the DET catalyst-35973 250 39 apparatus apparatus NOUN catalyst-35973 250 40 … … PUNCT catalyst-35973 250 41 the the DET catalyst-35973 250 42 notions notion NOUN catalyst-35973 250 43 of of ADP catalyst-35973 250 44 ‘ ' PUNCT catalyst-35973 250 45 wave wave NOUN catalyst-35973 250 46 ’ ' PUNCT catalyst-35973 250 47 and and CCONJ catalyst-35973 250 48 ‘ ' PUNCT catalyst-35973 250 49 particle particle NOUN catalyst-35973 250 50 ’ ' PUNCT catalyst-35973 250 51 do do AUX catalyst-35973 250 52 not not PART catalyst-35973 250 53 refer refer VERB catalyst-35973 250 54 to to ADP catalyst-35973 250 55 inherent inherent ADJ catalyst-35973 250 56 characteristics characteristic NOUN catalyst-35973 250 57 of of ADP catalyst-35973 250 58 an an DET catalyst-35973 250 59 object object NOUN catalyst-35973 250 60 that that PRON catalyst-35973 250 61 precedes precede VERB catalyst-35973 250 62 its its PRON catalyst-35973 250 63 intra intra ADJ catalyst-35973 250 64 - - NOUN catalyst-35973 250 65 action action NOUN catalyst-35973 250 66 . . PUNCT catalyst-35973 251 1 there there PRON catalyst-35973 251 2 are be VERB catalyst-35973 251 3 no no DET catalyst-35973 251 4 such such ADJ catalyst-35973 251 5 independently independently ADV catalyst-35973 251 6 existing exist VERB catalyst-35973 251 7 objects object NOUN catalyst-35973 251 8 with with ADP catalyst-35973 251 9 inherent inherent ADJ catalyst-35973 251 10 characteristics characteristic NOUN catalyst-35973 251 11 ” " PUNCT catalyst-35973 251 12 ( ( PUNCT catalyst-35973 251 13 2003 2003 NUM catalyst-35973 251 14 , , PUNCT catalyst-35973 251 15 815 815 NUM catalyst-35973 251 16 fn fn NUM catalyst-35973 251 17 21 21 NUM catalyst-35973 251 18 ) ) PUNCT catalyst-35973 251 19 . . PUNCT catalyst-35973 252 1 the the DET catalyst-35973 252 2 assessment assessment NOUN catalyst-35973 252 3 at at ADP catalyst-35973 252 4 the the DET catalyst-35973 252 5 atomic atomic ADJ catalyst-35973 252 6 level level NOUN catalyst-35973 252 7 is be AUX catalyst-35973 252 8 inherent inherent ADJ catalyst-35973 252 9 instability instability NOUN catalyst-35973 252 10 that that PRON catalyst-35973 252 11 presents present VERB catalyst-35973 252 12 as as ADP catalyst-35973 252 13 a a DET catalyst-35973 252 14 finite finite NOUN catalyst-35973 252 15 set set NOUN catalyst-35973 252 16 of of ADP catalyst-35973 252 17 possible possible ADJ catalyst-35973 252 18 outcomes outcome NOUN catalyst-35973 252 19 : : PUNCT catalyst-35973 252 20 wave wave NOUN catalyst-35973 252 21 or or CCONJ catalyst-35973 252 22 particle particle NOUN catalyst-35973 252 23 depending depend VERB catalyst-35973 252 24 on on ADP catalyst-35973 252 25 the the DET catalyst-35973 252 26 situation situation NOUN catalyst-35973 252 27 . . PUNCT catalyst-35973 253 1 the the DET catalyst-35973 253 2 “ " PUNCT catalyst-35973 253 3 intra intra ADJ catalyst-35973 253 4 - - ADJ catalyst-35973 253 5 action action NOUN catalyst-35973 253 6 ” " PUNCT catalyst-35973 253 7 determines determine VERB catalyst-35973 253 8 measurable measurable ADJ catalyst-35973 253 9 datum datum NOUN catalyst-35973 253 10 , , PUNCT catalyst-35973 253 11 not not PART catalyst-35973 253 12 a a DET catalyst-35973 253 13 categorical categorical ADJ catalyst-35973 253 14 imperative imperative NOUN catalyst-35973 253 15 . . PUNCT catalyst-35973 254 1 in in ADP catalyst-35973 254 2 other other ADJ catalyst-35973 254 3 words word NOUN catalyst-35973 254 4 , , PUNCT catalyst-35973 254 5 the the DET catalyst-35973 254 6 primary primary ADJ catalyst-35973 254 7 epistemological epistemological ADJ catalyst-35973 254 8 unit unit NOUN catalyst-35973 254 9 is be AUX catalyst-35973 254 10 not not PART catalyst-35973 254 11 subject subject ADJ catalyst-35973 254 12 / / SYM catalyst-35973 254 13 object object NOUN catalyst-35973 254 14 or or CCONJ catalyst-35973 254 15 “ " PUNCT catalyst-35973 254 16 independent independent ADJ catalyst-35973 254 17 objects object NOUN catalyst-35973 254 18 with with ADP catalyst-35973 254 19 inherent inherent ADJ catalyst-35973 254 20 boundaries boundary NOUN catalyst-35973 254 21 and and CCONJ catalyst-35973 254 22 properties property NOUN catalyst-35973 254 23 ” " PUNCT catalyst-35973 254 24 but but CCONJ catalyst-35973 254 25 phenomena phenomenon NOUN catalyst-35973 254 26 . . PUNCT catalyst-35973 254 27     SPACE catalyst-35973 254 28 at at ADP catalyst-35973 254 29 the the DET catalyst-35973 254 30 atomic atomic ADJ catalyst-35973 254 31 level level NOUN catalyst-35973 254 32 , , PUNCT catalyst-35973 254 33 one one PRON catalyst-35973 254 34 understands understand VERB catalyst-35973 254 35 this this DET catalyst-35973 254 36 accounting accounting NOUN catalyst-35973 254 37 of of ADP catalyst-35973 254 38 phenomena phenomenon NOUN catalyst-35973 254 39 as as SCONJ catalyst-35973 254 40 demonstrated demonstrate VERB catalyst-35973 254 41 by by ADP catalyst-35973 254 42 science science NOUN catalyst-35973 254 43 , , PUNCT catalyst-35973 254 44 even even ADV catalyst-35973 254 45 if if SCONJ catalyst-35973 254 46 one one PRON catalyst-35973 254 47 has have VERB catalyst-35973 254 48 no no DET catalyst-35973 254 49 first first ADJ catalyst-35973 254 50 - - PUNCT catalyst-35973 254 51 hand hand NOUN catalyst-35973 254 52 knowledge knowledge NOUN catalyst-35973 254 53 of of ADP catalyst-35973 254 54 atomic atomic ADJ catalyst-35973 254 55 becoming becoming NOUN catalyst-35973 254 56 . . PUNCT catalyst-35973 255 1 but but CCONJ catalyst-35973 255 2 at at ADP catalyst-35973 255 3 the the DET catalyst-35973 255 4 societal societal ADJ catalyst-35973 255 5 scale scale NOUN catalyst-35973 255 6 the the DET catalyst-35973 255 7 phenomenon phenomenon NOUN catalyst-35973 255 8 is be AUX catalyst-35973 255 9 not not PART catalyst-35973 255 10 to to PART catalyst-35973 255 11 be be AUX catalyst-35973 255 12 believed believe VERB catalyst-35973 255 13 ; ; PUNCT catalyst-35973 255 14 the the DET catalyst-35973 255 15 investment investment NOUN catalyst-35973 255 16 of of ADP catalyst-35973 255 17 biopolitics biopolitic NOUN catalyst-35973 255 18 is be AUX catalyst-35973 255 19 to to PART catalyst-35973 255 20 lock lock VERB catalyst-35973 255 21 in in ADP catalyst-35973 255 22 the the DET catalyst-35973 255 23 subject subject NOUN catalyst-35973 255 24 / / SYM catalyst-35973 255 25 object object NOUN catalyst-35973 255 26 , , PUNCT catalyst-35973 255 27 delineating delineate VERB catalyst-35973 255 28 distinct distinct ADJ catalyst-35973 255 29 boundaries boundary NOUN catalyst-35973 255 30 with with ADP catalyst-35973 255 31 visible visible ADJ catalyst-35973 255 32 markers marker NOUN catalyst-35973 255 33 of of ADP catalyst-35973 255 34 an an DET catalyst-35973 255 35 optical optical ADJ catalyst-35973 255 36 regime.5 regime.5 ADJ catalyst-35973 255 37 predictive predictive NOUN catalyst-35973 255 38 ai ai VERB catalyst-35973 255 39 locks lock NOUN catalyst-35973 255 40 in in ADP catalyst-35973 255 41 the the DET catalyst-35973 255 42 categorical categorical NOUN catalyst-35973 255 43 as as ADP catalyst-35973 255 44 a a DET catalyst-35973 255 45 condition condition NOUN catalyst-35973 255 46 of of ADP catalyst-35973 255 47 its its PRON catalyst-35973 255 48 function function NOUN catalyst-35973 255 49 , , PUNCT catalyst-35973 255 50 effectively effectively ADV catalyst-35973 255 51 enacting enact VERB catalyst-35973 255 52 “ " PUNCT catalyst-35973 255 53 thingification”—“the thingification”—“the DET catalyst-35973 255 54 turning turning NOUN catalyst-35973 255 55 of of ADP catalyst-35973 255 56 relations relation NOUN catalyst-35973 255 57 into into ADP catalyst-35973 255 58 ‘ ' PUNCT catalyst-35973 255 59 things thing NOUN catalyst-35973 255 60 , , PUNCT catalyst-35973 255 61 ’ ' PUNCT catalyst-35973 255 62 ‘ ' PUNCT catalyst-35973 255 63 entities entity NOUN catalyst-35973 255 64 , , PUNCT catalyst-35973 255 65 ’ ' PUNCT catalyst-35973 255 66 ‘ ' PUNCT catalyst-35973 255 67 relata relata NOUN catalyst-35973 255 68 ’ ' PUNCT catalyst-35973 255 69 ” " PUNCT catalyst-35973 255 70 ( ( PUNCT catalyst-35973 255 71 barad barad PROPN catalyst-35973 255 72 2003 2003 NUM catalyst-35973 255 73 , , PUNCT catalyst-35973 255 74 812 812 NUM catalyst-35973 255 75 ) ) PUNCT catalyst-35973 255 76 . . PUNCT catalyst-35973 256 1 thingification thingification NOUN catalyst-35973 256 2 represents represent VERB catalyst-35973 256 3 an an DET catalyst-35973 256 4 ontology ontology NOUN catalyst-35973 256 5 of of ADP catalyst-35973 256 6 datafication datafication NOUN catalyst-35973 256 7 that that PRON catalyst-35973 256 8 enacts enact VERB catalyst-35973 256 9 abstraction abstraction NOUN catalyst-35973 256 10 , , PUNCT catalyst-35973 256 11 eliding elide VERB catalyst-35973 256 12 materiality materiality NOUN catalyst-35973 256 13 and and CCONJ catalyst-35973 256 14 contextual contextual ADJ catalyst-35973 256 15 relations relation NOUN catalyst-35973 256 16 , , PUNCT catalyst-35973 256 17 as as SCONJ catalyst-35973 256 18 donna donna PROPN catalyst-35973 256 19 haraway haraway NOUN catalyst-35973 256 20 ( ( PUNCT catalyst-35973 256 21 1988 1988 NUM catalyst-35973 256 22 ) ) PUNCT catalyst-35973 256 23 , , PUNCT catalyst-35973 256 24 n. n. PROPN catalyst-35973 256 25 katherine katherine PROPN catalyst-35973 256 26 hayles hayles PROPN catalyst-35973 256 27 ( ( PUNCT catalyst-35973 256 28 1999 1999 NUM catalyst-35973 256 29 ) ) PUNCT catalyst-35973 256 30 , , PUNCT catalyst-35973 256 31 and and CCONJ catalyst-35973 256 32 michelle michelle PROPN catalyst-35973 256 33 murphy murphy PROPN catalyst-35973 256 34 ( ( PUNCT catalyst-35973 256 35 2017 2017 NUM catalyst-35973 256 36 ) ) PUNCT catalyst-35973 256 37 have have AUX catalyst-35973 256 38 argued argue VERB catalyst-35973 256 39 . . PUNCT catalyst-35973 257 1 the the DET catalyst-35973 257 2 outcome outcome NOUN catalyst-35973 257 3 of of ADP catalyst-35973 257 4 setting set VERB catalyst-35973 257 5 things thing NOUN catalyst-35973 257 6 in in ADP catalyst-35973 257 7 order order NOUN catalyst-35973 257 8 sustains sustain VERB catalyst-35973 257 9 a a DET catalyst-35973 257 10 trace trace NOUN catalyst-35973 257 11 relation relation NOUN catalyst-35973 257 12 to to ADP catalyst-35973 257 13 histories history NOUN catalyst-35973 257 14 of of ADP catalyst-35973 257 15 violent violent ADJ catalyst-35973 257 16 subjection subjection NOUN catalyst-35973 257 17 that that PRON catalyst-35973 257 18 black black ADJ catalyst-35973 257 19 techné techné NOUN catalyst-35973 257 20 troubles trouble NOUN catalyst-35973 257 21 , , PUNCT catalyst-35973 257 22 enacting enact VERB catalyst-35973 257 23 as as ADP catalyst-35973 257 24 such such DET catalyst-35973 257 25 a a DET catalyst-35973 257 26 power power NOUN catalyst-35973 257 27 and and CCONJ catalyst-35973 257 28 politics politic NOUN catalyst-35973 257 29 of of ADP catalyst-35973 257 30 radical radical ADJ catalyst-35973 257 31 indeterminacy indeterminacy NOUN catalyst-35973 257 32 . . PUNCT catalyst-35973 258 1 in in ADP catalyst-35973 258 2 other other ADJ catalyst-35973 258 3 words word NOUN catalyst-35973 258 4 , , PUNCT catalyst-35973 258 5 indeterminacy indeterminacy NOUN catalyst-35973 258 6 is be AUX catalyst-35973 258 7 not not PART catalyst-35973 258 8 exclusively exclusively ADV catalyst-35973 258 9 an an DET catalyst-35973 258 10 atomic atomic ADJ catalyst-35973 258 11 feature feature NOUN catalyst-35973 258 12 , , PUNCT catalyst-35973 258 13 although although SCONJ catalyst-35973 258 14 the the DET catalyst-35973 258 15 unrelenting unrelenting ADJ catalyst-35973 258 16 regime regime NOUN catalyst-35973 258 17 of of ADP catalyst-35973 258 18 the the DET catalyst-35973 258 19 indexical indexical ADJ catalyst-35973 258 20 would would AUX catalyst-35973 258 21 demonstrate demonstrate VERB catalyst-35973 258 22 it it PRON catalyst-35973 258 23 as as ADP catalyst-35973 258 24 so so ADV catalyst-35973 258 25 . . PUNCT catalyst-35973 259 1 as as SCONJ catalyst-35973 259 2 barad barad NOUN catalyst-35973 259 3 points point VERB catalyst-35973 259 4 out out ADP catalyst-35973 259 5 , , PUNCT catalyst-35973 259 6 neither neither CCONJ catalyst-35973 259 7 “ " PUNCT catalyst-35973 259 8 things thing NOUN catalyst-35973 259 9 ” " PUNCT catalyst-35973 259 10 nor nor CCONJ catalyst-35973 259 11 “ " PUNCT catalyst-35973 259 12 words word NOUN catalyst-35973 259 13 ” " PUNCT catalyst-35973 259 14 respect respect NOUN catalyst-35973 259 15 a a DET catalyst-35973 259 16 proper proper ADJ catalyst-35973 259 17 boundary boundary NOUN catalyst-35973 259 18 . . PUNCT catalyst-35973 260 1 semiotics semiotic NOUN catalyst-35973 260 2 had have AUX catalyst-35973 260 3 made make VERB catalyst-35973 260 4 that that DET catalyst-35973 260 5 evident evident ADJ catalyst-35973 260 6 at at ADP catalyst-35973 260 7 the the DET catalyst-35973 260 8 turn turn NOUN catalyst-35973 260 9 of of ADP catalyst-35973 260 10 the the DET catalyst-35973 260 11 twentieth twentieth ADJ catalyst-35973 260 12 century century NOUN catalyst-35973 260 13 . . PUNCT catalyst-35973 261 1 it it PRON catalyst-35973 261 2 has have AUX catalyst-35973 261 3 been be AUX catalyst-35973 261 4 a a DET catalyst-35973 261 5 slower slow ADJ catalyst-35973 261 6 progression progression NOUN catalyst-35973 261 7 to to PART catalyst-35973 261 8 acknowledge acknowledge VERB catalyst-35973 261 9 the the DET catalyst-35973 261 10 intra intra ADJ catalyst-35973 261 11 - - NOUN catalyst-35973 261 12 relation relation NOUN catalyst-35973 261 13 of of ADP catalyst-35973 261 14 subject subject NOUN catalyst-35973 261 15 / / SYM catalyst-35973 261 16 object object NOUN catalyst-35973 261 17 among among ADP catalyst-35973 261 18 the the DET catalyst-35973 261 19 observable observable ADJ catalyst-35973 261 20 things thing NOUN catalyst-35973 261 21 in in ADP catalyst-35973 261 22 the the DET catalyst-35973 261 23 world world NOUN catalyst-35973 261 24 . . PUNCT catalyst-35973 262 1 in in ADP catalyst-35973 262 2 other other ADJ catalyst-35973 262 3 words word NOUN catalyst-35973 262 4 , , PUNCT catalyst-35973 262 5 the the DET catalyst-35973 262 6 biopolitics biopolitic NOUN catalyst-35973 262 7 of of ADP catalyst-35973 262 8 a a DET catalyst-35973 262 9 categorical categorical ADJ catalyst-35973 262 10 imperative imperative NOUN catalyst-35973 262 11 continue continue VERB catalyst-35973 262 12 to to PART catalyst-35973 262 13 play play VERB catalyst-35973 262 14 out out ADP catalyst-35973 262 15 . . PUNCT catalyst-35973 263 1 what what PRON catalyst-35973 263 2 a a DET catalyst-35973 263 3 kant kant NOUN catalyst-35973 263 4 , , PUNCT catalyst-35973 263 5 really really ADV catalyst-35973 263 6 . . PUNCT catalyst-35973 264 1 to to PART catalyst-35973 264 2 map map VERB catalyst-35973 264 3 across across ADP catalyst-35973 264 4 these these DET catalyst-35973 264 5 territories territory NOUN catalyst-35973 264 6 — — PUNCT catalyst-35973 264 7 the the DET catalyst-35973 264 8 fluidity fluidity NOUN catalyst-35973 264 9 of of ADP catalyst-35973 264 10 atomic atomic ADJ catalyst-35973 264 11 phenomena phenomenon NOUN catalyst-35973 264 12 ( ( PUNCT catalyst-35973 264 13 wave wave NOUN catalyst-35973 264 14 / / SYM catalyst-35973 264 15 particle particle NOUN catalyst-35973 264 16 ) ) PUNCT catalyst-35973 264 17 to to ADP catalyst-35973 264 18 the the DET catalyst-35973 264 19 entrenchment entrenchment NOUN catalyst-35973 264 20 of of ADP catalyst-35973 264 21 biopolitical biopolitical ADJ catalyst-35973 264 22 regime regime NOUN catalyst-35973 264 23 — — PUNCT catalyst-35973 264 24 is be AUX catalyst-35973 264 25 to to PART catalyst-35973 264 26 reflect reflect VERB catalyst-35973 264 27 on on ADP catalyst-35973 264 28 and and CCONJ catalyst-35973 264 29 unbind unbind VERB catalyst-35973 264 30 the the DET catalyst-35973 264 31 authentication authentication NOUN catalyst-35973 264 32 of of ADP catalyst-35973 264 33 binary binary ADJ catalyst-35973 264 34 logic logic NOUN catalyst-35973 264 35 as as ADP catalyst-35973 264 36 unerring unerring ADJ catalyst-35973 264 37 ground ground NOUN catalyst-35973 264 38 truth truth NOUN catalyst-35973 264 39 . . PUNCT catalyst-35973 264 40     SPACE catalyst-35973 265 1 it it PRON catalyst-35973 265 2 is be AUX catalyst-35973 265 3 not not PART catalyst-35973 265 4 unknown unknown ADJ catalyst-35973 265 5 in in ADP catalyst-35973 265 6 the the DET catalyst-35973 265 7 human human ADJ catalyst-35973 265 8 conception conception NOUN catalyst-35973 265 9 of of ADP catalyst-35973 265 10 the the DET catalyst-35973 265 11 world world NOUN catalyst-35973 265 12 to to PART catalyst-35973 265 13 recognize recognize VERB catalyst-35973 265 14 that that SCONJ catalyst-35973 265 15 the the DET catalyst-35973 265 16 cat cat NOUN catalyst-35973 265 17 may may AUX catalyst-35973 265 18 be be AUX catalyst-35973 265 19 dead dead ADJ catalyst-35973 265 20 or or CCONJ catalyst-35973 265 21 not not PART catalyst-35973 265 22 dead dead ADJ catalyst-35973 265 23 at at ADP catalyst-35973 265 24 the the DET catalyst-35973 265 25 same same ADJ catalyst-35973 265 26 time time NOUN catalyst-35973 265 27 ( ( PUNCT catalyst-35973 265 28 until until SCONJ catalyst-35973 265 29 there there PRON catalyst-35973 265 30 is be VERB catalyst-35973 265 31 an an DET catalyst-35973 265 32 event event NOUN catalyst-35973 265 33 that that PRON catalyst-35973 265 34 resolves resolve VERB catalyst-35973 265 35 the the DET catalyst-35973 265 36 state state NOUN catalyst-35973 265 37 ) ) PUNCT catalyst-35973 265 38 ; ; PUNCT catalyst-35973 265 39 but but CCONJ catalyst-35973 265 40 it it PRON catalyst-35973 265 41 is be AUX catalyst-35973 265 42 outside outside ADP catalyst-35973 265 43 of of ADP catalyst-35973 265 44 human human ADJ catalyst-35973 265 45 perception perception NOUN catalyst-35973 265 46 of of ADP catalyst-35973 265 47 the the DET catalyst-35973 265 48 world world NOUN catalyst-35973 265 49 to to PART catalyst-35973 265 50 see see VERB catalyst-35973 265 51 possible possible ADJ catalyst-35973 265 52 outcomes outcome NOUN catalyst-35973 265 53 as as SCONJ catalyst-35973 265 54 opposed oppose VERB catalyst-35973 265 55 to to ADP catalyst-35973 265 56 a a DET catalyst-35973 265 57 given give VERB catalyst-35973 265 58 state state NOUN catalyst-35973 265 59 . . PUNCT catalyst-35973 266 1 and and CCONJ catalyst-35973 266 2 yet yet ADV catalyst-35973 266 3 the the DET catalyst-35973 266 4 generation generation NOUN catalyst-35973 266 5 of of ADP catalyst-35973 266 6 many many ADJ catalyst-35973 266 7 possible possible ADJ catalyst-35973 266 8 outcomes outcome NOUN catalyst-35973 266 9 , , PUNCT catalyst-35973 266 10 as as SCONJ catalyst-35973 266 11 opposed oppose VERB catalyst-35973 266 12 to to ADP catalyst-35973 266 13 the the DET catalyst-35973 266 14 reproduction reproduction NOUN catalyst-35973 266 15 of of ADP catalyst-35973 266 16 preset preset ADJ catalyst-35973 266 17 conditions condition NOUN catalyst-35973 266 18 , , PUNCT catalyst-35973 266 19 is be AUX catalyst-35973 266 20 exactly exactly ADV catalyst-35973 266 21 what what PRON catalyst-35973 266 22 an an DET catalyst-35973 266 23 exploratory exploratory NOUN catalyst-35973 266 24 ai ai VERB catalyst-35973 266 25 offers offer NOUN catalyst-35973 266 26 . . PUNCT catalyst-35973 267 1 its its PRON catalyst-35973 267 2 itinerant itinerant ADJ catalyst-35973 267 3 wildness wildness NOUN catalyst-35973 267 4 presents present VERB catalyst-35973 267 5 an an DET catalyst-35973 267 6 opportunity opportunity NOUN catalyst-35973 267 7 to to PART catalyst-35973 267 8 generate generate VERB catalyst-35973 267 9 other other ADJ catalyst-35973 267 10 worlds world NOUN catalyst-35973 267 11 in in ADP catalyst-35973 267 12 relation relation NOUN catalyst-35973 267 13 to to ADP catalyst-35973 267 14 other other ADJ catalyst-35973 267 15 types type NOUN catalyst-35973 267 16 of of ADP catalyst-35973 267 17 beings being NOUN catalyst-35973 267 18 . . PUNCT catalyst-35973 267 19     SPACE catalyst-35973 268 1 conclusion conclusion NOUN catalyst-35973 268 2 : : PUNCT catalyst-35973 268 3 ai ai VERB catalyst-35973 268 4 in in ADP catalyst-35973 268 5 the the DET catalyst-35973 268 6 wild wild NOUN catalyst-35973 268 7 ai ai AUX catalyst-35973 268 8 exceeds exceed NOUN catalyst-35973 268 9 itself itself PRON catalyst-35973 268 10 . . PUNCT catalyst-35973 269 1 so so ADV catalyst-35973 269 2 very very ADV catalyst-35973 269 3 dumb dumb ADJ catalyst-35973 269 4 , , PUNCT catalyst-35973 269 5 literally literally ADV catalyst-35973 269 6 no no DET catalyst-35973 269 7 common common ADJ catalyst-35973 269 8 sense sense NOUN catalyst-35973 269 9 . . PUNCT catalyst-35973 270 1 and and CCONJ catalyst-35973 270 2 yet yet ADV catalyst-35973 270 3 , , PUNCT catalyst-35973 270 4 it it PRON catalyst-35973 270 5 can can AUX catalyst-35973 270 6 be be AUX catalyst-35973 270 7 free free ADJ catalyst-35973 270 8 — — PUNCT catalyst-35973 270 9 if if SCONJ catalyst-35973 270 10 not not PART catalyst-35973 270 11 to to PART catalyst-35973 270 12 imagine imagine VERB catalyst-35973 270 13 then then ADV catalyst-35973 270 14 to to PART catalyst-35973 270 15 generate generate VERB catalyst-35973 270 16 — — PUNCT catalyst-35973 270 17 speeding speed VERB catalyst-35973 270 18 through through ADP catalyst-35973 270 19 possibilities possibility NOUN catalyst-35973 270 20 , , PUNCT catalyst-35973 270 21 junctures juncture NOUN catalyst-35973 270 22 that that PRON catalyst-35973 270 23 are be AUX catalyst-35973 270 24 idiotic idiotic ADJ catalyst-35973 270 25 until until SCONJ catalyst-35973 270 26 they they PRON catalyst-35973 270 27 are be AUX catalyst-35973 270 28 not not PART catalyst-35973 270 29 . . PUNCT catalyst-35973 271 1 the the DET catalyst-35973 271 2 radical radical ADJ catalyst-35973 271 3 turn turn NOUN catalyst-35973 271 4 at at ADP catalyst-35973 271 5 hand hand NOUN catalyst-35973 271 6 is be AUX catalyst-35973 271 7 the the DET catalyst-35973 271 8 opportunity opportunity NOUN catalyst-35973 271 9 to to PART catalyst-35973 271 10 look look VERB catalyst-35973 271 11 at at ADP catalyst-35973 271 12 artificial artificial ADJ catalyst-35973 271 13 intelligence intelligence NOUN catalyst-35973 271 14 — — PUNCT catalyst-35973 271 15 the the DET catalyst-35973 271 16 machinic machinic NOUN catalyst-35973 271 17 making make VERB catalyst-35973 271 18 sense sense NOUN catalyst-35973 271 19 of of ADP catalyst-35973 271 20 — — PUNCT catalyst-35973 271 21 as as ADP catalyst-35973 271 22 a a DET catalyst-35973 271 23 process process NOUN catalyst-35973 271 24 of of ADP catalyst-35973 271 25 ongoing ongoing ADJ catalyst-35973 271 26 relations relation NOUN catalyst-35973 271 27 , , PUNCT catalyst-35973 271 28 as as ADP catalyst-35973 271 29 phenomena phenomenon NOUN catalyst-35973 271 30 as as SCONJ catalyst-35973 271 31 opposed oppose VERB catalyst-35973 271 32 to to ADP catalyst-35973 271 33 “ " PUNCT catalyst-35973 271 34 knowledge knowledge NOUN catalyst-35973 271 35 ” " PUNCT catalyst-35973 271 36 represented represent VERB catalyst-35973 271 37 in in ADP catalyst-35973 271 38 a a DET catalyst-35973 271 39 database database NOUN catalyst-35973 271 40 . . PUNCT catalyst-35973 272 1 i i PRON catalyst-35973 272 2 have have AUX catalyst-35973 272 3 argued argue VERB catalyst-35973 272 4 that that SCONJ catalyst-35973 272 5 unsupervised unsupervised ADJ catalyst-35973 272 6 learning learning NOUN catalyst-35973 272 7 , , PUNCT catalyst-35973 272 8 in in ADP catalyst-35973 272 9 particular particular ADJ catalyst-35973 272 10 , , PUNCT catalyst-35973 272 11 offers offer VERB catalyst-35973 272 12 a a DET catalyst-35973 272 13 procedural procedural ADJ catalyst-35973 272 14 frame frame NOUN catalyst-35973 272 15 that that PRON catalyst-35973 272 16 does do AUX catalyst-35973 272 17 not not PART catalyst-35973 272 18 inherently inherently ADV catalyst-35973 272 19 reproduce reproduce VERB catalyst-35973 272 20 predetermined predetermine VERB catalyst-35973 272 21 boundaries boundary NOUN catalyst-35973 272 22 . . PUNCT catalyst-35973 273 1 practically practically ADV catalyst-35973 273 2 speaking speak VERB catalyst-35973 273 3 , , PUNCT catalyst-35973 273 4 particularly particularly ADV catalyst-35973 273 5 in in ADP catalyst-35973 273 6 regard regard NOUN catalyst-35973 273 7 to to ADP catalyst-35973 273 8 the the DET catalyst-35973 273 9 dominant dominant ADJ catalyst-35973 273 10 paradigm paradigm NOUN catalyst-35973 273 11 of of ADP catalyst-35973 273 12 supervised supervised ADJ catalyst-35973 273 13 learning learning NOUN catalyst-35973 273 14 , , PUNCT catalyst-35973 273 15 the the DET catalyst-35973 273 16 need need NOUN catalyst-35973 273 17 to to PART catalyst-35973 273 18 audit audit VERB catalyst-35973 273 19 persists persist VERB catalyst-35973 273 20 — — PUNCT catalyst-35973 273 21 the the DET catalyst-35973 273 22 “ " PUNCT catalyst-35973 273 23 datasheets datasheet NOUN catalyst-35973 273 24 for for ADP catalyst-35973 273 25 datasets dataset NOUN catalyst-35973 273 26 ” " PUNCT catalyst-35973 273 27 must must AUX catalyst-35973 273 28 still still ADV catalyst-35973 273 29 be be AUX catalyst-35973 273 30 produced produce VERB catalyst-35973 273 31 — — PUNCT catalyst-35973 273 32 as as SCONJ catalyst-35973 273 33 there there PRON catalyst-35973 273 34 is be VERB catalyst-35973 273 35 no no DET catalyst-35973 273 36 context context NOUN catalyst-35973 273 37 for for ADP catalyst-35973 273 38 trust trust NOUN catalyst-35973 273 39 and and CCONJ catalyst-35973 273 40 experimentation experimentation NOUN catalyst-35973 273 41 and and CCONJ catalyst-35973 273 42 there there PRON catalyst-35973 273 43 might might AUX catalyst-35973 273 44 never never ADV catalyst-35973 273 45 be be AUX catalyst-35973 273 46 ( ( PUNCT catalyst-35973 273 47 gebru gebru VERB catalyst-35973 273 48 et et PROPN catalyst-35973 273 49 al al PROPN catalyst-35973 273 50 . . PROPN catalyst-35973 273 51 2018 2018 NUM catalyst-35973 273 52 ) ) PUNCT catalyst-35973 273 53 . . PUNCT catalyst-35973 274 1 and and CCONJ catalyst-35973 274 2 yet yet ADV catalyst-35973 274 3 , , PUNCT catalyst-35973 274 4 one one PRON catalyst-35973 274 5 can can AUX catalyst-35973 274 6 see see VERB catalyst-35973 274 7 possible possible ADJ catalyst-35973 274 8 other other ADJ catalyst-35973 274 9 worlds world NOUN catalyst-35973 274 10 of of ADP catalyst-35973 274 11 ai ai VERB catalyst-35973 274 12 in in ADP catalyst-35973 274 13 the the DET catalyst-35973 274 14 wild wild NOUN catalyst-35973 274 15 . . PUNCT catalyst-35973 275 1 throughout throughout ADP catalyst-35973 275 2 their their PRON catalyst-35973 275 3 work work NOUN catalyst-35973 275 4 , , PUNCT catalyst-35973 275 5 gilles gilles PROPN catalyst-35973 275 6 deleuze deleuze PROPN catalyst-35973 275 7 and and CCONJ catalyst-35973 275 8 felix felix PROPN catalyst-35973 275 9 guattari guattari PROPN catalyst-35973 275 10 have have AUX catalyst-35973 275 11 written write VERB catalyst-35973 275 12 of of ADP catalyst-35973 275 13 antonin antonin PROPN catalyst-35973 275 14 artaud artaud PROPN catalyst-35973 275 15 ’s ’s PART catalyst-35973 275 16 ( ( PUNCT catalyst-35973 275 17 1976 1976 NUM catalyst-35973 275 18 ) ) PUNCT catalyst-35973 275 19 infamous infamous ADJ catalyst-35973 275 20 ( ( PUNCT catalyst-35973 275 21 non)figure non)figure PROPN catalyst-35973 275 22 of of ADP catalyst-35973 275 23 the the DET catalyst-35973 275 24 body body NOUN catalyst-35973 275 25 without without ADP catalyst-35973 275 26 organs organ NOUN catalyst-35973 275 27 , , PUNCT catalyst-35973 275 28 giving give VERB catalyst-35973 275 29 it it PRON catalyst-35973 275 30 a a DET catalyst-35973 275 31 multiplicity multiplicity NOUN catalyst-35973 275 32 of of ADP catalyst-35973 275 33 assignations assignation NOUN catalyst-35973 275 34 as as SCONJ catalyst-35973 275 35 it it PRON catalyst-35973 275 36 is be AUX catalyst-35973 275 37 so so ADV catalyst-35973 275 38 vividly vividly ADV catalyst-35973 275 39 an an DET catalyst-35973 275 40 unbounded unbounded ADJ catalyst-35973 275 41 thing thing NOUN catalyst-35973 275 42 that that PRON catalyst-35973 275 43 exceeds exceed VERB catalyst-35973 275 44 itself itself PRON catalyst-35973 275 45 . . PUNCT catalyst-35973 276 1 as as SCONJ catalyst-35973 276 2 they they PRON catalyst-35973 276 3 write write VERB catalyst-35973 276 4 in in ADP catalyst-35973 276 5 anti anti ADJ catalyst-35973 276 6 - - NOUN catalyst-35973 276 7 oedipus oedipus NOUN catalyst-35973 276 8 , , PUNCT catalyst-35973 276 9 “ " PUNCT catalyst-35973 276 10 the the DET catalyst-35973 276 11 body body NOUN catalyst-35973 276 12 without without ADP catalyst-35973 276 13 organs organ NOUN catalyst-35973 276 14 is be AUX catalyst-35973 276 15 the the DET catalyst-35973 276 16 deterritorialized deterritorialize VERB catalyst-35973 276 17 socius socius NOUN catalyst-35973 276 18 , , PUNCT catalyst-35973 276 19 the the DET catalyst-35973 276 20 wilderness wilderness NOUN catalyst-35973 276 21 where where SCONJ catalyst-35973 276 22 the the DET catalyst-35973 276 23 decoded decode VERB catalyst-35973 276 24 flows flow NOUN catalyst-35973 276 25 run run VERB catalyst-35973 276 26 free free ADJ catalyst-35973 276 27 ” " PUNCT catalyst-35973 276 28 ( ( PUNCT catalyst-35973 276 29 deleuze deleuze NOUN catalyst-35973 276 30 and and CCONJ catalyst-35973 276 31 guattari guattari NOUN catalyst-35973 276 32 1983 1983 NUM catalyst-35973 276 33 , , PUNCT catalyst-35973 276 34 176 176 NUM catalyst-35973 276 35 ) ) PUNCT catalyst-35973 276 36 . . PUNCT catalyst-35973 277 1 in in ADP catalyst-35973 277 2 thinking think VERB catalyst-35973 277 3 technology technology NOUN catalyst-35973 277 4 of of ADP catalyst-35973 277 5 the the DET catalyst-35973 277 6 surround surround NOUN catalyst-35973 277 7 as as ADP catalyst-35973 277 8 change change NOUN catalyst-35973 277 9 of of ADP catalyst-35973 277 10 state state NOUN catalyst-35973 277 11 , , PUNCT catalyst-35973 277 12 i i PRON catalyst-35973 277 13 interpolate interpolate VERB catalyst-35973 277 14 such such DET catalyst-35973 277 15 a a DET catalyst-35973 277 16 narrative narrative NOUN catalyst-35973 277 17 of of ADP catalyst-35973 277 18 black black ADJ catalyst-35973 277 19 techné techné NOUN catalyst-35973 277 20 . . PUNCT catalyst-35973 278 1 the the DET catalyst-35973 278 2 entanglement entanglement NOUN catalyst-35973 278 3 of of ADP catalyst-35973 278 4 ai ai VERB catalyst-35973 278 5 with with ADP catalyst-35973 278 6 the the DET catalyst-35973 278 7 itinerant itinerant ADJ catalyst-35973 278 8 drift drift NOUN catalyst-35973 278 9 of of ADP catalyst-35973 278 10 the the DET catalyst-35973 278 11 maroon maroon NOUN catalyst-35973 278 12 and and CCONJ catalyst-35973 278 13 other other ADJ catalyst-35973 278 14 such such ADJ catalyst-35973 278 15 creatures creature NOUN catalyst-35973 278 16 of of ADP catalyst-35973 278 17 the the DET catalyst-35973 278 18 wild wild NOUN catalyst-35973 278 19 would would AUX catalyst-35973 278 20 be be AUX catalyst-35973 278 21 a a DET catalyst-35973 278 22 welcome welcome ADJ catalyst-35973 278 23 one one NUM catalyst-35973 278 24 . . PUNCT catalyst-35973 278 25     SPACE catalyst-35973 278 26 acknowledgments acknowledgment NOUN catalyst-35973 278 27 i i PRON catalyst-35973 278 28 would would AUX catalyst-35973 278 29 like like VERB catalyst-35973 278 30 to to PART catalyst-35973 278 31 thank thank VERB catalyst-35973 278 32 alex alex PROPN catalyst-35973 278 33 juhasz juhasz PROPN catalyst-35973 278 34 , , PUNCT catalyst-35973 278 35 emily emily PROPN catalyst-35973 278 36 denton denton PROPN catalyst-35973 278 37 , , PUNCT catalyst-35973 278 38 michelle michelle PROPN catalyst-35973 278 39 murphy murphy PROPN catalyst-35973 278 40 , , PUNCT catalyst-35973 278 41 and and CCONJ catalyst-35973 278 42 the the DET catalyst-35973 278 43 catalyst catalyst NOUN catalyst-35973 278 44 anonymous anonymous ADJ catalyst-35973 278 45 reviewers reviewer NOUN catalyst-35973 278 46 for for ADP catalyst-35973 278 47 their their PRON catalyst-35973 278 48 feedback feedback NOUN catalyst-35973 278 49 over over ADP catalyst-35973 278 50 the the DET catalyst-35973 278 51 development development NOUN catalyst-35973 278 52 of of ADP catalyst-35973 278 53 the the DET catalyst-35973 278 54 article article NOUN catalyst-35973 278 55 . . PUNCT catalyst-35973 279 1 additionally additionally ADV catalyst-35973 279 2 , , PUNCT catalyst-35973 279 3 thank thank VERB catalyst-35973 279 4 you you PRON catalyst-35973 279 5 wutfa wutfa ADJ catalyst-35973 279 6 for for ADP catalyst-35973 279 7 getting get VERB catalyst-35973 279 8 the the DET catalyst-35973 279 9 jokes joke NOUN catalyst-35973 279 10 . . PUNCT catalyst-35973 279 11     SPACE catalyst-35973 279 12 notes note VERB catalyst-35973 279 13 1 1 NUM catalyst-35973 279 14 the the DET catalyst-35973 279 15 young young ADJ catalyst-35973 279 16 but but CCONJ catalyst-35973 279 17 thriving thrive VERB catalyst-35973 279 18 existence existence NOUN catalyst-35973 279 19 of of ADP catalyst-35973 279 20 the the DET catalyst-35973 279 21 acm acm PROPN catalyst-35973 279 22 conference conference NOUN catalyst-35973 279 23 on on ADP catalyst-35973 279 24 fairness fairness NOUN catalyst-35973 279 25 , , PUNCT catalyst-35973 279 26 accountability accountability NOUN catalyst-35973 279 27 , , PUNCT catalyst-35973 279 28 and and CCONJ catalyst-35973 279 29 transparency transparency NOUN catalyst-35973 279 30 ( ( PUNCT catalyst-35973 279 31 acm acm PROPN catalyst-35973 279 32 facct facct NOUN catalyst-35973 279 33 ) ) PUNCT catalyst-35973 279 34 , , PUNCT catalyst-35973 279 35 speaks speak VERB catalyst-35973 279 36 to to ADP catalyst-35973 279 37 the the DET catalyst-35973 279 38 growing grow VERB catalyst-35973 279 39 need need NOUN catalyst-35973 279 40 in in ADP catalyst-35973 279 41 ai ai VERB catalyst-35973 279 42 , , PUNCT catalyst-35973 279 43 legal legal ADJ catalyst-35973 279 44 studies study NOUN catalyst-35973 279 45 , , PUNCT catalyst-35973 279 46 critical critical ADJ catalyst-35973 279 47 policy policy NOUN catalyst-35973 279 48 , , PUNCT catalyst-35973 279 49 and and CCONJ catalyst-35973 279 50 critical critical ADJ catalyst-35973 279 51 data datum NOUN catalyst-35973 279 52 to to PART catalyst-35973 279 53 address address VERB catalyst-35973 279 54 these these DET catalyst-35973 279 55 emerging emerge VERB catalyst-35973 279 56 issues issue NOUN catalyst-35973 279 57 . . PUNCT catalyst-35973 280 1 one one PRON catalyst-35973 280 2 can can AUX catalyst-35973 280 3 find find VERB catalyst-35973 280 4 representative representative ADJ catalyst-35973 280 5 facct facct ADJ catalyst-35973 280 6 paper paper NOUN catalyst-35973 280 7 titles title NOUN catalyst-35973 280 8 such such ADJ catalyst-35973 280 9 as as ADP catalyst-35973 280 10 barocas baroca NOUN catalyst-35973 280 11 , , PUNCT catalyst-35973 280 12 “ " PUNCT catalyst-35973 280 13 problem problem NOUN catalyst-35973 280 14 formulation formulation NOUN catalyst-35973 280 15 and and CCONJ catalyst-35973 280 16 fairness fairness NOUN catalyst-35973 280 17 , , PUNCT catalyst-35973 280 18 ” " PUNCT catalyst-35973 280 19 gebru gebru NOUN catalyst-35973 280 20 , , PUNCT catalyst-35973 280 21 “ " PUNCT catalyst-35973 280 22 closing close VERB catalyst-35973 280 23 the the DET catalyst-35973 280 24 ai ai NOUN catalyst-35973 280 25 accountability accountability NOUN catalyst-35973 280 26 gap gap NOUN catalyst-35973 280 27 , , PUNCT catalyst-35973 280 28 ” " PUNCT catalyst-35973 280 29 and and CCONJ catalyst-35973 280 30 hardt hardt PROPN catalyst-35973 280 31 , , PUNCT catalyst-35973 280 32 “ " PUNCT catalyst-35973 280 33 the the DET catalyst-35973 280 34 social social ADJ catalyst-35973 280 35 cost cost NOUN catalyst-35973 280 36 of of ADP catalyst-35973 280 37 strategic strategic ADJ catalyst-35973 280 38 classification classification NOUN catalyst-35973 280 39 . . PUNCT catalyst-35973 280 40 ” " PUNCT catalyst-35973 280 41     SPACE catalyst-35973 281 1 2 2 NUM catalyst-35973 281 2 in in ADP catalyst-35973 281 3 this this DET catalyst-35973 281 4 procedural procedural ADJ catalyst-35973 281 5 vein vein NOUN catalyst-35973 281 6 , , PUNCT catalyst-35973 281 7 the the DET catalyst-35973 281 8 ai ai VERB catalyst-35973 281 9 now now ADV catalyst-35973 281 10 algorithmic algorithmic ADJ catalyst-35973 281 11 accountability accountability NOUN catalyst-35973 281 12 policy policy NOUN catalyst-35973 281 13 toolkit toolkit NOUN catalyst-35973 281 14 ( ( PUNCT catalyst-35973 281 15 2018 2018 NUM catalyst-35973 281 16 ) ) PUNCT catalyst-35973 281 17 is be AUX catalyst-35973 281 18 an an DET catalyst-35973 281 19 excellent excellent ADJ catalyst-35973 281 20 example example NOUN catalyst-35973 281 21 of of ADP catalyst-35973 281 22 applied apply VERB catalyst-35973 281 23 methods method NOUN catalyst-35973 281 24 that that PRON catalyst-35973 281 25 relate relate VERB catalyst-35973 281 26 ai ai INTJ catalyst-35973 281 27 design design NOUN catalyst-35973 281 28 frames frame NOUN catalyst-35973 281 29 to to ADP catalyst-35973 281 30 policy policy NOUN catalyst-35973 281 31 accountability accountability NOUN catalyst-35973 281 32 . . PUNCT catalyst-35973 281 33     SPACE catalyst-35973 282 1 3 3 NUM catalyst-35973 282 2 suchman suchman NOUN catalyst-35973 282 3 ( ( PUNCT catalyst-35973 282 4 2008 2008 NUM catalyst-35973 282 5 ) ) PUNCT catalyst-35973 282 6 has have AUX catalyst-35973 282 7 outlined outline VERB catalyst-35973 282 8 a a DET catalyst-35973 282 9 feminist feminist PROPN catalyst-35973 282 10 counter counter PROPN catalyst-35973 282 11 history history NOUN catalyst-35973 282 12 of of ADP catalyst-35973 282 13 first first ADJ catalyst-35973 282 14 - - PUNCT catalyst-35973 282 15 generation generation NOUN catalyst-35973 282 16 artificial artificial ADJ catalyst-35973 282 17 intelligence intelligence NOUN catalyst-35973 282 18 from from ADP catalyst-35973 282 19 its its PRON catalyst-35973 282 20 inception inception NOUN catalyst-35973 282 21 in in ADP catalyst-35973 282 22 the the DET catalyst-35973 282 23 1950s 1950 NOUN catalyst-35973 282 24 to to ADP catalyst-35973 282 25 the the DET catalyst-35973 282 26 early early ADJ catalyst-35973 282 27 2000s 2000s NUM catalyst-35973 282 28 . . PUNCT catalyst-35973 283 1 one one NUM catalyst-35973 283 2 primary primary ADJ catalyst-35973 283 3 aspect aspect NOUN catalyst-35973 283 4 of of ADP catalyst-35973 283 5 the the DET catalyst-35973 283 6 feminist feminist ADJ catalyst-35973 283 7 critique critique NOUN catalyst-35973 283 8 of of ADP catalyst-35973 283 9 historical historical ADJ catalyst-35973 283 10 ai ai NOUN catalyst-35973 283 11 , , PUNCT catalyst-35973 283 12 from from ADP catalyst-35973 283 13 scholars scholar NOUN catalyst-35973 283 14 such such ADJ catalyst-35973 283 15 as as ADP catalyst-35973 283 16 adam adam PROPN catalyst-35973 283 17 ( ( PUNCT catalyst-35973 283 18 1998 1998 NUM catalyst-35973 283 19 ) ) PUNCT catalyst-35973 283 20 and and CCONJ catalyst-35973 283 21 kember kember PROPN catalyst-35973 283 22 ( ( PUNCT catalyst-35973 283 23 2003 2003 NUM catalyst-35973 283 24 ) ) PUNCT catalyst-35973 283 25 , , PUNCT catalyst-35973 283 26 is be AUX catalyst-35973 283 27 the the DET catalyst-35973 283 28 theory theory NOUN catalyst-35973 283 29 of of ADP catalyst-35973 283 30 mind mind NOUN catalyst-35973 283 31 scientists scientist NOUN catalyst-35973 283 32 brought bring VERB catalyst-35973 283 33 to to ADP catalyst-35973 283 34 the the DET catalyst-35973 283 35 discipline discipline NOUN catalyst-35973 283 36 . . PUNCT catalyst-35973 284 1 suchman suchman NOUN catalyst-35973 284 2 outlines outline VERB catalyst-35973 284 3 the the DET catalyst-35973 284 4 critique critique NOUN catalyst-35973 284 5 in in ADP catalyst-35973 284 6 the the DET catalyst-35973 284 7 following following ADJ catalyst-35973 284 8 manner manner NOUN catalyst-35973 284 9 , , PUNCT catalyst-35973 284 10 “ " PUNCT catalyst-35973 284 11 ai ai INTJ catalyst-35973 284 12 builds build VERB catalyst-35973 284 13 its its PRON catalyst-35973 284 14 projects project NOUN catalyst-35973 284 15 on on ADP catalyst-35973 284 16 deeply deeply ADV catalyst-35973 284 17 conservative conservative ADJ catalyst-35973 284 18 foundations foundation NOUN catalyst-35973 284 19 , , PUNCT catalyst-35973 284 20 drawn draw VERB catalyst-35973 284 21 from from ADP catalyst-35973 284 22 long long ADV catalyst-35973 284 23 - - PUNCT catalyst-35973 284 24 standing stand VERB catalyst-35973 284 25 western western ADJ catalyst-35973 284 26 philosophical philosophical ADJ catalyst-35973 284 27 assumptions assumption NOUN catalyst-35973 284 28 regarding regard VERB catalyst-35973 284 29 the the DET catalyst-35973 284 30 nature nature NOUN catalyst-35973 284 31 of of ADP catalyst-35973 284 32 human human ADJ catalyst-35973 284 33 intelligence intelligence NOUN catalyst-35973 284 34 ” " PUNCT catalyst-35973 284 35 ( ( PUNCT catalyst-35973 284 36 2008 2008 NUM catalyst-35973 284 37 , , PUNCT catalyst-35973 284 38 142 142 NUM catalyst-35973 284 39 ) ) PUNCT catalyst-35973 284 40 . . PUNCT catalyst-35973 285 1 she she PRON catalyst-35973 285 2 points point VERB catalyst-35973 285 3 to to ADP catalyst-35973 285 4 a a DET catalyst-35973 285 5 primary primary ADJ catalyst-35973 285 6 ethos ethos NOUN catalyst-35973 285 7 of of ADP catalyst-35973 285 8 feminist feminist ADJ catalyst-35973 285 9 technoscience technoscience NOUN catalyst-35973 285 10 engagement engagement NOUN catalyst-35973 285 11 with with ADP catalyst-35973 285 12 ai ai PROPN catalyst-35973 285 13 as as ADP catalyst-35973 285 14 the the DET catalyst-35973 285 15 exposure exposure NOUN catalyst-35973 285 16 of of ADP catalyst-35973 285 17 a a DET catalyst-35973 285 18 “ " PUNCT catalyst-35973 285 19 politics politic NOUN catalyst-35973 285 20 of of ADP catalyst-35973 285 21 ordering ordering NOUN catalyst-35973 285 22 ” " PUNCT catalyst-35973 285 23 that that PRON catalyst-35973 285 24 manifests manifest VERB catalyst-35973 285 25 in in ADP catalyst-35973 285 26 binaries binary NOUN catalyst-35973 285 27 such such ADJ catalyst-35973 285 28 as as ADP catalyst-35973 285 29 subject subject ADJ catalyst-35973 285 30 / / SYM catalyst-35973 285 31 object object NOUN catalyst-35973 285 32 , , PUNCT catalyst-35973 285 33 same same ADJ catalyst-35973 285 34 / / SYM catalyst-35973 285 35 other other ADJ catalyst-35973 285 36 ( ( PUNCT catalyst-35973 285 37 suchman suchman NOUN catalyst-35973 285 38 2008 2008 NUM catalyst-35973 285 39 , , PUNCT catalyst-35973 285 40 140 140 NUM catalyst-35973 285 41 ) ) PUNCT catalyst-35973 285 42 . . PUNCT catalyst-35973 285 43     SPACE catalyst-35973 286 1 4 4 NUM catalyst-35973 286 2 ferreira ferreira PROPN catalyst-35973 286 3 da da PROPN catalyst-35973 286 4 silva silva PROPN catalyst-35973 286 5 critiques critique VERB catalyst-35973 286 6 the the DET catalyst-35973 286 7 transcendental transcendental ADJ catalyst-35973 286 8 model model NOUN catalyst-35973 286 9 of of ADP catalyst-35973 286 10 self self NOUN catalyst-35973 286 11 - - PUNCT catalyst-35973 286 12 determination determination NOUN catalyst-35973 286 13 in in ADP catalyst-35973 286 14 the the DET catalyst-35973 286 15 distinction distinction NOUN catalyst-35973 286 16 between between ADP catalyst-35973 286 17 a a DET catalyst-35973 286 18 radical radical ADJ catalyst-35973 286 19 engagement engagement NOUN catalyst-35973 286 20 and and CCONJ catalyst-35973 286 21 a a DET catalyst-35973 286 22 critical critical ADJ catalyst-35973 286 23 one one NUM catalyst-35973 286 24 . . PUNCT catalyst-35973 287 1 she she PRON catalyst-35973 287 2 writes write VERB catalyst-35973 287 3 , , PUNCT catalyst-35973 287 4 “ " PUNCT catalyst-35973 287 5 as as ADP catalyst-35973 287 6 a a DET catalyst-35973 287 7 category category NOUN catalyst-35973 287 8 of of ADP catalyst-35973 287 9 racial racial ADJ catalyst-35973 287 10 difference difference NOUN catalyst-35973 287 11 , , PUNCT catalyst-35973 287 12 blackness blackness NOUN catalyst-35973 287 13 occludes occlude VERB catalyst-35973 287 14 the the DET catalyst-35973 287 15 total total ADJ catalyst-35973 287 16 violence violence NOUN catalyst-35973 287 17 necessary necessary ADJ catalyst-35973 287 18 for for ADP catalyst-35973 287 19 this this DET catalyst-35973 287 20 expropriation expropriation NOUN catalyst-35973 287 21 , , PUNCT catalyst-35973 287 22 a a DET catalyst-35973 287 23 violence violence NOUN catalyst-35973 287 24 that that PRON catalyst-35973 287 25 was be AUX catalyst-35973 287 26 authorized authorize VERB catalyst-35973 287 27 by by ADP catalyst-35973 287 28 modern modern ADJ catalyst-35973 287 29 juridical juridical ADJ catalyst-35973 287 30 forms form NOUN catalyst-35973 287 31 — — PUNCT catalyst-35973 287 32 namely namely ADV catalyst-35973 287 33 , , PUNCT catalyst-35973 287 34 colonial colonial ADJ catalyst-35973 287 35 domination domination NOUN catalyst-35973 287 36 ( ( PUNCT catalyst-35973 287 37 conquest conquest NOUN catalyst-35973 287 38 , , PUNCT catalyst-35973 287 39 displacement displacement NOUN catalyst-35973 287 40 , , PUNCT catalyst-35973 287 41 and and CCONJ catalyst-35973 287 42 settlement settlement NOUN catalyst-35973 287 43 ) ) PUNCT catalyst-35973 287 44 and and CCONJ catalyst-35973 287 45 property property NOUN catalyst-35973 287 46 ( ( PUNCT catalyst-35973 287 47 enslavement enslavement NOUN catalyst-35973 287 48 ) ) PUNCT catalyst-35973 287 49 . . PUNCT catalyst-35973 288 1 nevertheless nevertheless ADV catalyst-35973 288 2 , , PUNCT catalyst-35973 288 3 blackness blackness NOUN catalyst-35973 288 4 — — PUNCT catalyst-35973 288 5 precisely precisely ADV catalyst-35973 288 6 because because SCONJ catalyst-35973 288 7 of of ADP catalyst-35973 288 8 how how SCONJ catalyst-35973 288 9 , , PUNCT catalyst-35973 288 10 as as ADP catalyst-35973 288 11 an an DET catalyst-35973 288 12 object object NOUN catalyst-35973 288 13 of of ADP catalyst-35973 288 14 knowledge knowledge NOUN catalyst-35973 288 15 , , PUNCT catalyst-35973 288 16 it it PRON catalyst-35973 288 17 occludes occlude VERB catalyst-35973 288 18 these these DET catalyst-35973 288 19 juridical juridical ADJ catalyst-35973 288 20 modalities modality NOUN catalyst-35973 288 21 — — PUNCT catalyst-35973 288 22 has have VERB catalyst-35973 288 23 the the DET catalyst-35973 288 24 capacity capacity NOUN catalyst-35973 288 25 to to PART catalyst-35973 288 26 unsettle unsettle VERB catalyst-35973 288 27 the the DET catalyst-35973 288 28 ethical ethical ADJ catalyst-35973 288 29 program program NOUN catalyst-35973 288 30 governed govern VERB catalyst-35973 288 31 by by ADP catalyst-35973 288 32 determinacy determinacy NOUN catalyst-35973 288 33 , , PUNCT catalyst-35973 288 34 through through ADP catalyst-35973 288 35 exposing expose VERB catalyst-35973 288 36 the the DET catalyst-35973 288 37 violence violence NOUN catalyst-35973 288 38 that that PRON catalyst-35973 288 39 the the DET catalyst-35973 288 40 latter latter ADJ catalyst-35973 288 41 refigures refigure NOUN catalyst-35973 288 42 ” " PUNCT catalyst-35973 288 43 ( ( PUNCT catalyst-35973 288 44 ferreira ferreira PROPN catalyst-35973 288 45 da da PROPN catalyst-35973 288 46 silva silva PROPN catalyst-35973 288 47 2017 2017 NUM catalyst-35973 288 48 ) ) PUNCT catalyst-35973 288 49 . . PUNCT catalyst-35973 288 50     SPACE catalyst-35973 288 51 5 5 NUM catalyst-35973 288 52 mirzoeff mirzoeff NOUN catalyst-35973 288 53 ( ( PUNCT catalyst-35973 288 54 2011 2011 NUM catalyst-35973 288 55 ) ) PUNCT catalyst-35973 288 56 in in ADP catalyst-35973 288 57 “ " PUNCT catalyst-35973 288 58 the the DET catalyst-35973 288 59 right right NOUN catalyst-35973 288 60 to to PART catalyst-35973 288 61 look look VERB catalyst-35973 288 62 ” " PUNCT catalyst-35973 288 63 and and CCONJ catalyst-35973 288 64 virilio virilio PROPN catalyst-35973 288 65 ( ( PUNCT catalyst-35973 288 66 1994 1994 NUM catalyst-35973 288 67 ) ) PUNCT catalyst-35973 288 68 in in ADP catalyst-35973 288 69 the the DET catalyst-35973 288 70 vision vision NOUN catalyst-35973 288 71 machine machine NOUN catalyst-35973 288 72 , , PUNCT catalyst-35973 288 73 among among ADP catalyst-35973 288 74 other other ADJ catalyst-35973 288 75 works work NOUN catalyst-35973 288 76 , , PUNCT catalyst-35973 288 77 have have AUX catalyst-35973 288 78 addressed address VERB catalyst-35973 288 79 this this DET catalyst-35973 288 80 topic topic NOUN catalyst-35973 288 81 extensively extensively ADV catalyst-35973 288 82 . . PUNCT catalyst-35973 288 83     SPACE catalyst-35973 289 1 references reference NOUN catalyst-35973 289 2 adam adam PROPN catalyst-35973 289 3 , , PUNCT catalyst-35973 289 4 alison alison PROPN catalyst-35973 289 5 . . PUNCT catalyst-35973 290 1 1998 1998 NUM catalyst-35973 290 2 . . PUNCT catalyst-35973 291 1 artificial artificial ADJ catalyst-35973 291 2 knowing knowing NOUN catalyst-35973 291 3 : : PUNCT catalyst-35973 291 4 gender gender NOUN catalyst-35973 291 5 and and CCONJ catalyst-35973 291 6 the the DET catalyst-35973 291 7 thinking think VERB catalyst-35973 291 8 machine machine NOUN catalyst-35973 291 9 . . PUNCT catalyst-35973 292 1 new new PROPN catalyst-35973 292 2 york york PROPN catalyst-35973 292 3 : : PUNCT catalyst-35973 293 1 routledge routledge PROPN catalyst-35973 293 2 . . PUNCT catalyst-35973 293 3 adams adams PROPN catalyst-35973 293 4 , , PUNCT catalyst-35973 293 5 scott scott PROPN catalyst-35973 293 6 j. j. PROPN catalyst-35973 293 7 , , PUNCT catalyst-35973 293 8 robert robert PROPN catalyst-35973 293 9 henderson henderson PROPN catalyst-35973 293 10 , , PUNCT catalyst-35973 293 11 xin xin PROPN catalyst-35973 293 12 yi yi PROPN catalyst-35973 293 13 , , PUNCT catalyst-35973 293 14 and and CCONJ catalyst-35973 293 15 paul paul PROPN catalyst-35973 293 16 babyn babyn PROPN catalyst-35973 293 17 . . PUNCT catalyst-35973 293 18 2020 2020 NUM catalyst-35973 293 19 . . PUNCT catalyst-35973 294 1 “ " PUNCT catalyst-35973 294 2 artificial artificial ADJ catalyst-35973 294 3 intelligence intelligence NOUN catalyst-35973 294 4 solutions solution NOUN catalyst-35973 294 5 for for ADP catalyst-35973 294 6 analysis analysis NOUN catalyst-35973 294 7 of of ADP catalyst-35973 294 8 x x NOUN catalyst-35973 294 9 - - NOUN catalyst-35973 294 10 ray ray NOUN catalyst-35973 294 11 images image NOUN catalyst-35973 294 12 . . PUNCT catalyst-35973 294 13 ” " PUNCT catalyst-35973 295 1 canadian canadian PROPN catalyst-35973 295 2 association association NOUN catalyst-35973 295 3 of of ADP catalyst-35973 295 4 radiologists radiologists PROPN catalyst-35973 295 5 journal journal PROPN catalyst-35973 295 6 . . PUNCT catalyst-35973 296 1 https://doi.org/10.1177/0846537120941671 https://doi.org/10.1177/0846537120941671 PROPN catalyst-35973 296 2 . . PUNCT catalyst-35973 297 1 adas adas PROPN catalyst-35973 297 2 , , PUNCT catalyst-35973 297 3 michael michael PROPN catalyst-35973 297 4 . . PROPN catalyst-35973 297 5 2015 2015 NUM catalyst-35973 297 6 . . PUNCT catalyst-35973 298 1 machines machine NOUN catalyst-35973 298 2 as as ADP catalyst-35973 298 3 the the DET catalyst-35973 298 4 measure measure NOUN catalyst-35973 298 5 of of ADP catalyst-35973 298 6 men man NOUN catalyst-35973 298 7 : : PUNCT catalyst-35973 298 8 science science NOUN catalyst-35973 298 9 , , PUNCT catalyst-35973 298 10 technology technology NOUN catalyst-35973 298 11 , , PUNCT catalyst-35973 298 12 and and CCONJ catalyst-35973 298 13 ideologies ideology NOUN catalyst-35973 298 14 of of ADP catalyst-35973 298 15 western western ADJ catalyst-35973 298 16 dominance dominance NOUN catalyst-35973 298 17 . . PUNCT catalyst-35973 299 1 ithaca ithaca PROPN catalyst-35973 299 2 , , PUNCT catalyst-35973 299 3 ny ny PROPN catalyst-35973 299 4 : : PUNCT catalyst-35973 299 5 cornell cornell PROPN catalyst-35973 299 6 university university PROPN catalyst-35973 299 7 press press NOUN catalyst-35973 299 8 . . PUNCT catalyst-35973 300 1 ai ai VERB catalyst-35973 300 2 now now ADV catalyst-35973 300 3 . . PUNCT catalyst-35973 301 1 2018 2018 NUM catalyst-35973 301 2 . . PUNCT catalyst-35973 302 1 algorithmic algorithmic ADJ catalyst-35973 302 2 accountability accountability NOUN catalyst-35973 302 3 policy policy NOUN catalyst-35973 302 4 toolkit toolkit NOUN catalyst-35973 302 5 . . PUNCT catalyst-35973 303 1 https://ainowinstitute.org/aap-toolkit.pdf https://ainowinstitute.org/aap-toolkit.pdf PROPN catalyst-35973 303 2 . . PUNCT catalyst-35973 303 3 alpaydin alpaydin PROPN catalyst-35973 303 4 , , PUNCT catalyst-35973 303 5 ethem ethem PROPN catalyst-35973 303 6 . . PUNCT catalyst-35973 303 7 2010 2010 NUM catalyst-35973 303 8 . . PUNCT catalyst-35973 304 1 introduction introduction NOUN catalyst-35973 304 2 to to ADP catalyst-35973 304 3 machine machine NOUN catalyst-35973 304 4 learning learning NOUN catalyst-35973 304 5 . . PUNCT catalyst-35973 305 1 3rd 3rd ADJ catalyst-35973 305 2 ed ed NOUN catalyst-35973 305 3 . . PUNCT catalyst-35973 306 1 cambridge cambridge PROPN catalyst-35973 306 2 , , PUNCT catalyst-35973 306 3 ma ma PROPN catalyst-35973 306 4 : : PUNCT catalyst-35973 306 5 mit mit PROPN catalyst-35973 306 6 press press NOUN catalyst-35973 306 7 . . PUNCT catalyst-35973 307 1 anderson anderson PROPN catalyst-35973 307 2 , , PUNCT catalyst-35973 307 3 chris chris PROPN catalyst-35973 307 4 . . PROPN catalyst-35973 307 5 2008 2008 NUM catalyst-35973 307 6 . . PUNCT catalyst-35973 308 1 “ " PUNCT catalyst-35973 308 2 the the DET catalyst-35973 308 3 end end NOUN catalyst-35973 308 4 of of ADP catalyst-35973 308 5 theory theory NOUN catalyst-35973 308 6 : : PUNCT catalyst-35973 308 7 the the DET catalyst-35973 308 8 data data NOUN catalyst-35973 308 9 deluge deluge NOUN catalyst-35973 308 10 makes make VERB catalyst-35973 308 11 the the DET catalyst-35973 308 12 scientific scientific ADJ catalyst-35973 308 13 method method NOUN catalyst-35973 308 14 obsolete obsolete ADJ catalyst-35973 308 15 . . PUNCT catalyst-35973 308 16 ” " PUNCT catalyst-35973 308 17 wired wire VERB catalyst-35973 308 18 , , PUNCT catalyst-35973 308 19 july july PROPN catalyst-35973 308 20 2008 2008 NUM catalyst-35973 308 21 . . PUNCT catalyst-35973 309 1 artaud artaud PROPN catalyst-35973 309 2 , , PUNCT catalyst-35973 309 3 antonin antonin PROPN catalyst-35973 309 4 . . PUNCT catalyst-35973 309 5 1988 1988 NUM catalyst-35973 309 6 . . PUNCT catalyst-35973 310 1 “ " PUNCT catalyst-35973 310 2 to to PART catalyst-35973 310 3 have have AUX catalyst-35973 310 4 done do VERB catalyst-35973 310 5 with with ADP catalyst-35973 310 6 the the DET catalyst-35973 310 7 judgment judgment NOUN catalyst-35973 310 8 of of ADP catalyst-35973 310 9 god god PROPN catalyst-35973 310 10 . . PUNCT catalyst-35973 310 11 ” " PUNCT catalyst-35973 311 1 in in ADP catalyst-35973 311 2 selected select VERB catalyst-35973 311 3 writings writing NOUN catalyst-35973 311 4 , , PUNCT catalyst-35973 311 5 edited edit VERB catalyst-35973 311 6 by by ADP catalyst-35973 311 7 susan susan PROPN catalyst-35973 311 8 sontag sontag PROPN catalyst-35973 311 9 , , PUNCT catalyst-35973 311 10 555–575 555–575 NUM catalyst-35973 311 11 . . PUNCT catalyst-35973 312 1 berkeley berkeley PROPN catalyst-35973 312 2 : : PUNCT catalyst-35973 312 3 university university PROPN catalyst-35973 312 4 of of ADP catalyst-35973 312 5 california california PROPN catalyst-35973 312 6 press press PROPN catalyst-35973 312 7 . . PUNCT catalyst-35973 313 1 barad barad PROPN catalyst-35973 313 2 , , PUNCT catalyst-35973 313 3 karen karen PROPN catalyst-35973 313 4 . . PROPN catalyst-35973 313 5 2003 2003 NUM catalyst-35973 313 6 . . PUNCT catalyst-35973 314 1 “ " PUNCT catalyst-35973 314 2 posthumanist posthumanist NOUN catalyst-35973 314 3 performativity performativity NOUN catalyst-35973 314 4 : : PUNCT catalyst-35973 314 5 toward toward ADP catalyst-35973 314 6 an an DET catalyst-35973 314 7 understanding understanding NOUN catalyst-35973 314 8 of of ADP catalyst-35973 314 9 how how SCONJ catalyst-35973 314 10 matter matter NOUN catalyst-35973 314 11 comes come VERB catalyst-35973 314 12 to to PART catalyst-35973 314 13 matter matter VERB catalyst-35973 314 14 . . PUNCT catalyst-35973 314 15 ” " PUNCT catalyst-35973 314 16     SPACE catalyst-35973 314 17 signs sign NOUN catalyst-35973 314 18 : : PUNCT catalyst-35973 314 19 journal journal NOUN catalyst-35973 314 20 of of ADP catalyst-35973 314 21 women woman NOUN catalyst-35973 314 22 in in ADP catalyst-35973 314 23 culture culture NOUN catalyst-35973 314 24 and and CCONJ catalyst-35973 314 25 society society NOUN catalyst-35973 314 26 28 28 NUM catalyst-35973 314 27 ( ( PUNCT catalyst-35973 314 28 3 3 NUM catalyst-35973 314 29 ): ): PUNCT catalyst-35973 314 30 801–31 801–31 NOUN catalyst-35973 314 31 . . PUNCT catalyst-35973 315 1 https://www.journals.uchicago.edu/doi/10.1086/345321 https://www.journals.uchicago.edu/doi/10.1086/345321 PROPN catalyst-35973 315 2 . . PROPN catalyst-35973 315 3 barocas barocas PROPN catalyst-35973 315 4 , , PUNCT catalyst-35973 315 5 solon solon PROPN catalyst-35973 315 6 , , PUNCT catalyst-35973 315 7 moritz moritz PROPN catalyst-35973 315 8 hardt hardt PROPN catalyst-35973 315 9 , , PUNCT catalyst-35973 315 10 and and CCONJ catalyst-35973 315 11 arvind arvind PROPN catalyst-35973 315 12 narayanan narayanan PROPN catalyst-35973 315 13 . . PUNCT catalyst-35973 316 1 2020 2020 NUM catalyst-35973 316 2 . . PUNCT catalyst-35973 317 1 fairness fairness NOUN catalyst-35973 317 2 and and CCONJ catalyst-35973 317 3 machine machine NOUN catalyst-35973 317 4 learning learning NOUN catalyst-35973 317 5 : : PUNCT catalyst-35973 317 6 limitations limitation NOUN catalyst-35973 317 7 and and CCONJ catalyst-35973 317 8 opportunities opportunity NOUN catalyst-35973 317 9 . . PUNCT catalyst-35973 318 1 e e X catalyst-35973 318 2 - - NOUN catalyst-35973 318 3 book book NOUN catalyst-35973 318 4 . . PUNCT catalyst-35973 319 1 https://fairmlbook.org/. https://fairmlbook.org/. PROPN catalyst-35973 319 2 bowker bowker PROPN catalyst-35973 319 3 , , PUNCT catalyst-35973 319 4 geoffrey geoffrey PROPN catalyst-35973 319 5 , , PUNCT catalyst-35973 319 6 and and CCONJ catalyst-35973 319 7 susan susan PROPN catalyst-35973 319 8 leigh leigh PROPN catalyst-35973 319 9 star star PROPN catalyst-35973 319 10 . . PUNCT catalyst-35973 320 1 2000 2000 NUM catalyst-35973 320 2 . . PUNCT catalyst-35973 321 1 sorting sort VERB catalyst-35973 321 2 things thing NOUN catalyst-35973 321 3 out out ADP catalyst-35973 321 4 : : PUNCT catalyst-35973 321 5 classification classification NOUN catalyst-35973 321 6 and and CCONJ catalyst-35973 321 7 its its PRON catalyst-35973 321 8 consequences consequence NOUN catalyst-35973 321 9 . . PUNCT catalyst-35973 322 1 cambridge cambridge PROPN catalyst-35973 322 2 , , PUNCT catalyst-35973 322 3 ma ma PROPN catalyst-35973 322 4 : : PUNCT catalyst-35973 322 5 mit mit PROPN catalyst-35973 322 6 press press NOUN catalyst-35973 322 7 . . PUNCT catalyst-35973 323 1 buolamwini buolamwini PROPN catalyst-35973 323 2 , , PUNCT catalyst-35973 323 3 joy joy NOUN catalyst-35973 323 4 , , PUNCT catalyst-35973 323 5 and and CCONJ catalyst-35973 323 6 timnit timnit PROPN catalyst-35973 323 7 gebru gebru NOUN catalyst-35973 323 8 . . PUNCT catalyst-35973 324 1 2018 2018 NUM catalyst-35973 324 2 . . PUNCT catalyst-35973 325 1 “ " PUNCT catalyst-35973 325 2 gender gender NOUN catalyst-35973 325 3 shades shade NOUN catalyst-35973 325 4 : : PUNCT catalyst-35973 325 5 intersectional intersectional ADJ catalyst-35973 325 6 accuracy accuracy NOUN catalyst-35973 325 7 disparities disparity NOUN catalyst-35973 325 8 in in ADP catalyst-35973 325 9 commercial commercial ADJ catalyst-35973 325 10 gender gender NOUN catalyst-35973 325 11 classification classification NOUN catalyst-35973 325 12 . . PUNCT catalyst-35973 325 13 ” " PUNCT catalyst-35973 326 1 proceedings proceeding NOUN catalyst-35973 326 2 of of ADP catalyst-35973 326 3 the the DET catalyst-35973 326 4 1st 1st ADJ catalyst-35973 326 5 conference conference NOUN catalyst-35973 326 6 on on ADP catalyst-35973 326 7 fairness fairness NOUN catalyst-35973 326 8 , , PUNCT catalyst-35973 326 9 accountability accountability NOUN catalyst-35973 326 10 and and CCONJ catalyst-35973 326 11 transparency transparency NOUN catalyst-35973 326 12 . . PUNCT catalyst-35973 327 1 pmlr pmlr PROPN catalyst-35973 327 2 81 81 NUM catalyst-35973 327 3 , , PUNCT catalyst-35973 327 4 77–91 77–91 NUM catalyst-35973 327 5 . . PUNCT catalyst-35973 327 6     SPACE catalyst-35973 328 1 https://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf https://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf PROPN catalyst-35973 328 2 . . PUNCT catalyst-35973 328 3 call call PROPN catalyst-35973 328 4 , , PUNCT catalyst-35973 328 5 josep josep PROPN catalyst-35973 328 6 , , PUNCT catalyst-35973 328 7 and and CCONJ catalyst-35973 328 8 michael michael PROPN catalyst-35973 328 9 tomasello tomasello PROPN catalyst-35973 328 10 . . PUNCT catalyst-35973 329 1 2008 2008 NUM catalyst-35973 329 2 . . PUNCT catalyst-35973 330 1 “ " PUNCT catalyst-35973 330 2 does do AUX catalyst-35973 330 3 the the DET catalyst-35973 330 4 chimpanzee chimpanzee NOUN catalyst-35973 330 5 have have VERB catalyst-35973 330 6 a a DET catalyst-35973 330 7 theory theory NOUN catalyst-35973 330 8 of of ADP catalyst-35973 330 9 mind mind NOUN catalyst-35973 330 10 ? ? PUNCT catalyst-35973 331 1 30 30 NUM catalyst-35973 331 2 years year NOUN catalyst-35973 331 3 later later ADV catalyst-35973 331 4 . . PUNCT catalyst-35973 331 5 ” " PUNCT catalyst-35973 332 1 trends trend NOUN catalyst-35973 332 2 in in ADP catalyst-35973 332 3 cognitive cognitive ADJ catalyst-35973 332 4 sciences science NOUN catalyst-35973 332 5 12 12 NUM catalyst-35973 332 6 ( ( PUNCT catalyst-35973 332 7 5 5 NUM catalyst-35973 332 8 ): ): PUNCT catalyst-35973 332 9 187–92 187–92 NOUN catalyst-35973 332 10 . . PUNCT catalyst-35973 333 1 https://doi.org/10.1016/j.tics.2008.02.010 https://doi.org/10.1016/j.tics.2008.02.010 NOUN catalyst-35973 333 2 . . PUNCT catalyst-35973 334 1 campaign campaign NOUN catalyst-35973 334 2 to to PART catalyst-35973 334 3 stop stop VERB catalyst-35973 334 4 killer killer NOUN catalyst-35973 334 5 robots robot NOUN catalyst-35973 334 6 . . PUNCT catalyst-35973 335 1 n.d n.d PROPN catalyst-35973 335 2 . . PROPN catalyst-35973 335 3 accessed access VERB catalyst-35973 335 4 july july PROPN catalyst-35973 335 5 7 7 NUM catalyst-35973 335 6 , , PUNCT catalyst-35973 335 7 2021 2021 NUM catalyst-35973 335 8 . . PUNCT catalyst-35973 336 1 https://www.stopkillerrobots.org/act/. https://www.stopkillerrobots.org/act/. PROPN catalyst-35973 336 2 campbell campbell PROPN catalyst-35973 336 3 , , PUNCT catalyst-35973 336 4 murray murray PROPN catalyst-35973 336 5 , , PUNCT catalyst-35973 336 6 a. a. PROPN catalyst-35973 336 7 joseph joseph PROPN catalyst-35973 336 8 hoane hoane PROPN catalyst-35973 336 9 , , PUNCT catalyst-35973 336 10 and and CCONJ catalyst-35973 336 11 feng feng PROPN catalyst-35973 336 12 - - PUNCT catalyst-35973 336 13 hsiung hsiung PROPN catalyst-35973 336 14 hsu hsu PROPN catalyst-35973 336 15 . . PROPN catalyst-35973 336 16 2002 2002 NUM catalyst-35973 336 17 . . PUNCT catalyst-35973 337 1 “ " PUNCT catalyst-35973 337 2 deep deep ADJ catalyst-35973 337 3 blue blue NOUN catalyst-35973 337 4 . . PUNCT catalyst-35973 337 5 ” " PUNCT catalyst-35973 338 1 artificial artificial ADJ catalyst-35973 338 2 intelligence intelligence NOUN catalyst-35973 338 3 134 134 NUM catalyst-35973 338 4 ( ( PUNCT catalyst-35973 338 5 1–2 1–2 NUM catalyst-35973 338 6 ): ): PUNCT catalyst-35973 338 7 57–83 57–83 NUM catalyst-35973 338 8 . . PUNCT catalyst-35973 339 1 https://doi.org/10.1016/s0004-3702(01)00129-1 https://doi.org/10.1016/s0004-3702(01)00129-1 PROPN catalyst-35973 339 2 . . PUNCT catalyst-35973 340 1 chun chun PROPN catalyst-35973 340 2 , , PUNCT catalyst-35973 340 3 wendy wendy PROPN catalyst-35973 340 4 h.k h.k PROPN catalyst-35973 340 5 . . PROPN catalyst-35973 340 6 2008 2008 NUM catalyst-35973 340 7 . . PUNCT catalyst-35973 341 1 “ " PUNCT catalyst-35973 341 2 the the DET catalyst-35973 341 3 enduring endure VERB catalyst-35973 341 4 ephemeral ephemeral ADJ catalyst-35973 341 5 , , PUNCT catalyst-35973 341 6 or or CCONJ catalyst-35973 341 7 the the DET catalyst-35973 341 8 future future NOUN catalyst-35973 341 9 is be AUX catalyst-35973 341 10 a a DET catalyst-35973 341 11 memory memory NOUN catalyst-35973 341 12 . . PUNCT catalyst-35973 341 13 ” " PUNCT catalyst-35973 342 1 critical critical ADJ catalyst-35973 342 2 inquiry inquiry NOUN catalyst-35973 342 3 35 35 NUM catalyst-35973 342 4 ( ( PUNCT catalyst-35973 342 5 1 1 NUM catalyst-35973 342 6 ): ): PUNCT catalyst-35973 342 7 148–71 148–71 NUM catalyst-35973 342 8 . . PUNCT catalyst-35973 343 1 https://www.journals.uchicago.edu/doi/10.1086/595632 https://www.journals.uchicago.edu/doi/10.1086/595632 PROPN catalyst-35973 343 2 . . PUNCT catalyst-35973 343 3 coleman coleman PROPN catalyst-35973 343 4 , , PUNCT catalyst-35973 343 5 beth beth PROPN catalyst-35973 343 6 . . PROPN catalyst-35973 343 7 2009 2009 NUM catalyst-35973 343 8 . . PUNCT catalyst-35973 344 1 “ " PUNCT catalyst-35973 344 2 race race NOUN catalyst-35973 344 3 as as ADP catalyst-35973 344 4 technology technology NOUN catalyst-35973 344 5 . . PUNCT catalyst-35973 344 6 ” " PUNCT catalyst-35973 345 1 camera camera NOUN catalyst-35973 345 2 obscura obscura NOUN catalyst-35973 345 3 : : PUNCT catalyst-35973 345 4 feminism feminism NOUN catalyst-35973 345 5 , , PUNCT catalyst-35973 345 6 culture culture NOUN catalyst-35973 345 7 , , PUNCT catalyst-35973 345 8 and and CCONJ catalyst-35973 345 9 media medium NOUN catalyst-35973 345 10 studies study NOUN catalyst-35973 345 11 24 24 NUM catalyst-35973 345 12 ( ( PUNCT catalyst-35973 345 13 1 1 NUM catalyst-35973 345 14 ( ( PUNCT catalyst-35973 345 15 70 70 NUM catalyst-35973 345 16 ) ) PUNCT catalyst-35973 345 17 ): ): PUNCT catalyst-35973 345 18 177–207 177–207 NUM catalyst-35973 345 19 . . PUNCT catalyst-35973 345 20 https://doi.org/10.1215/02705346-2008-018 https://doi.org/10.1215/02705346-2008-018 PROPN catalyst-35973 345 21 . . PUNCT catalyst-35973 345 22 — — PUNCT catalyst-35973 345 23 — — PUNCT catalyst-35973 345 24 — — PUNCT catalyst-35973 345 25 . . NOUN catalyst-35973 345 26 2018 2018 NUM catalyst-35973 345 27 . . PUNCT catalyst-35973 346 1 “ " PUNCT catalyst-35973 346 2 smart smart ADJ catalyst-35973 346 3 things thing NOUN catalyst-35973 346 4 , , PUNCT catalyst-35973 346 5 smart smart ADJ catalyst-35973 346 6 subjects subject NOUN catalyst-35973 346 7 : : PUNCT catalyst-35973 346 8 how how SCONJ catalyst-35973 346 9 the the DET catalyst-35973 346 10 ‘ ' PUNCT catalyst-35973 346 11 internet internet NOUN catalyst-35973 346 12 of of ADP catalyst-35973 346 13 things thing NOUN catalyst-35973 346 14 ’ ' PUNCT catalyst-35973 346 15 enacts enact VERB catalyst-35973 346 16 pervasive pervasive ADJ catalyst-35973 346 17 media medium NOUN catalyst-35973 346 18 . . PUNCT catalyst-35973 346 19 ” " PUNCT catalyst-35973 347 1 in in ADP catalyst-35973 347 2 the the DET catalyst-35973 347 3 routledge routledge PROPN catalyst-35973 347 4 companion companion NOUN catalyst-35973 347 5 to to ADP catalyst-35973 347 6 media medium NOUN catalyst-35973 347 7 studies study NOUN catalyst-35973 347 8 and and CCONJ catalyst-35973 347 9 digital digital ADJ catalyst-35973 347 10 humanities humanity NOUN catalyst-35973 347 11 , , PUNCT catalyst-35973 347 12 edited edit VERB catalyst-35973 347 13 by by ADP catalyst-35973 347 14 jentery jentery NOUN catalyst-35973 347 15 sayers sayer NOUN catalyst-35973 347 16 , , PUNCT catalyst-35973 347 17 222–29 222–29 NUM catalyst-35973 347 18 . . PUNCT catalyst-35973 348 1 new new PROPN catalyst-35973 348 2 york york PROPN catalyst-35973 348 3 : : PUNCT catalyst-35973 349 1 routledge routledge PROPN catalyst-35973 349 2 . . PUNCT catalyst-35973 350 1 — — PUNCT catalyst-35973 350 2 — — PUNCT catalyst-35973 350 3 — — PUNCT catalyst-35973 350 4 . . NUM catalyst-35973 351 1 2019 2019 NUM catalyst-35973 351 2 . . PUNCT catalyst-35973 352 1 “ " PUNCT catalyst-35973 352 2 bauhaus bauhaus PROPN catalyst-35973 352 3 generative generative NOUN catalyst-35973 352 4 : : PUNCT catalyst-35973 352 5 avant avant X catalyst-35973 352 6 - - PUNCT catalyst-35973 352 7 garde garde ADJ catalyst-35973 352 8 to to ADP catalyst-35973 352 9 algorithmic algorithmic ADJ catalyst-35973 352 10 aesthetics aesthetic NOUN catalyst-35973 352 11 in in ADP catalyst-35973 352 12 three three NUM catalyst-35973 352 13 chairs chair NOUN catalyst-35973 352 14 . . PUNCT catalyst-35973 352 15 ” " PUNCT catalyst-35973 352 16 in in ADP catalyst-35973 352 17 bauhaus bauhaus PROPN catalyst-35973 352 18 futures futures PROPN catalyst-35973 352 19 , , PUNCT catalyst-35973 352 20 edited edit VERB catalyst-35973 352 21 by by ADP catalyst-35973 352 22 laura laura PROPN catalyst-35973 352 23 forlano forlano PROPN catalyst-35973 352 24 , , PUNCT catalyst-35973 352 25 molly molly PROPN catalyst-35973 352 26 wright wright PROPN catalyst-35973 352 27 steenson steenson PROPN catalyst-35973 352 28 , , PUNCT catalyst-35973 352 29 and and CCONJ catalyst-35973 352 30 mike mike PROPN catalyst-35973 352 31 ananny ananny NOUN catalyst-35973 352 32 , , PUNCT catalyst-35973 352 33 287–298 287–298 NUM catalyst-35973 352 34 . . PUNCT catalyst-35973 353 1 cambridge cambridge PROPN catalyst-35973 353 2 , , PUNCT catalyst-35973 353 3 ma ma PROPN catalyst-35973 353 4 : : PUNCT catalyst-35973 353 5 mit mit PROPN catalyst-35973 353 6 press press NOUN catalyst-35973 353 7 . . PUNCT catalyst-35973 354 1 cuzzolin cuzzolin PROPN catalyst-35973 354 2 , , PUNCT catalyst-35973 354 3 fabio fabio PROPN catalyst-35973 354 4 , , PUNCT catalyst-35973 354 5 a. a. PROPN catalyst-35973 354 6 morelli morelli PROPN catalyst-35973 354 7 , , PUNCT catalyst-35973 354 8 bogdan bogdan PROPN catalyst-35973 354 9 ionut ionut PROPN catalyst-35973 354 10 cîrstea cîrstea PROPN catalyst-35973 354 11 , , PUNCT catalyst-35973 354 12 and and CCONJ catalyst-35973 354 13 barbara barbara PROPN catalyst-35973 354 14 j. j. PROPN catalyst-35973 354 15 sahakian sahakian PROPN catalyst-35973 354 16 . . PUNCT catalyst-35973 355 1 2020 2020 NUM catalyst-35973 355 2 . . PUNCT catalyst-35973 356 1 “ " PUNCT catalyst-35973 356 2 knowing know VERB catalyst-35973 356 3 me i PRON catalyst-35973 356 4 , , PUNCT catalyst-35973 356 5 knowing know VERB catalyst-35973 356 6 you you PRON catalyst-35973 356 7 : : PUNCT catalyst-35973 356 8 theory theory NOUN catalyst-35973 356 9 of of ADP catalyst-35973 356 10 mind mind NOUN catalyst-35973 356 11 in in ADP catalyst-35973 356 12 ai ai PROPN catalyst-35973 356 13 . . PUNCT catalyst-35973 356 14 ” " PUNCT catalyst-35973 357 1 psychological psychological ADJ catalyst-35973 357 2 medicine medicine NOUN catalyst-35973 357 3 50 50 NUM catalyst-35973 357 4 ( ( PUNCT catalyst-35973 357 5 7 7 NUM catalyst-35973 357 6 ): ): PUNCT catalyst-35973 357 7 1057–61 1057–61 NUM catalyst-35973 357 8 . . PUNCT catalyst-35973 358 1 https://doi.org/10.1017/s0033291720000835 https://doi.org/10.1017/s0033291720000835 PROPN catalyst-35973 358 2 . . PUNCT catalyst-35973 359 1 deleuze deleuze PROPN catalyst-35973 359 2 , , PUNCT catalyst-35973 359 3 gilles gille NOUN catalyst-35973 359 4 , , PUNCT catalyst-35973 359 5 and and CCONJ catalyst-35973 359 6 felix felix PROPN catalyst-35973 359 7 guattari guattari NOUN catalyst-35973 359 8 . . PUNCT catalyst-35973 360 1 1983 1983 NUM catalyst-35973 360 2 . . PUNCT catalyst-35973 361 1 anti anti ADJ catalyst-35973 361 2 - - ADJ catalyst-35973 361 3 oedipus oedipus ADJ catalyst-35973 361 4 : : PUNCT catalyst-35973 361 5 capitalism capitalism NOUN catalyst-35973 361 6 and and CCONJ catalyst-35973 361 7 schizophrenia schizophrenia NOUN catalyst-35973 361 8 . . PUNCT catalyst-35973 362 1 translated translate VERB catalyst-35973 362 2 by by ADP catalyst-35973 362 3 robert robert PROPN catalyst-35973 362 4 hurley hurley PROPN catalyst-35973 362 5 , , PUNCT catalyst-35973 362 6 mark mark PROPN catalyst-35973 362 7 seem seem VERB catalyst-35973 362 8 , , PUNCT catalyst-35973 362 9 and and CCONJ catalyst-35973 362 10 helen helen PROPN catalyst-35973 362 11 r. r. PROPN catalyst-35973 362 12 lane lane PROPN catalyst-35973 362 13 . . PUNCT catalyst-35973 363 1 minneapolis minneapolis PROPN catalyst-35973 363 2 : : PUNCT catalyst-35973 363 3 university university PROPN catalyst-35973 363 4 of of ADP catalyst-35973 363 5 minnesota minnesota PROPN catalyst-35973 363 6 press press PROPN catalyst-35973 363 7 . . PUNCT catalyst-35973 364 1 dourish dourish PROPN catalyst-35973 364 2 , , PUNCT catalyst-35973 364 3 paul paul PROPN catalyst-35973 364 4 and and CCONJ catalyst-35973 364 5 genevieve genevieve PROPN catalyst-35973 364 6 bell bell PROPN catalyst-35973 364 7 . . PUNCT catalyst-35973 365 1 2011 2011 NUM catalyst-35973 365 2 . . PUNCT catalyst-35973 366 1 divining divine VERB catalyst-35973 366 2 a a DET catalyst-35973 366 3 digital digital ADJ catalyst-35973 366 4 future future NOUN catalyst-35973 366 5 : : PUNCT catalyst-35973 366 6 mess mess NOUN catalyst-35973 366 7 and and CCONJ catalyst-35973 366 8 mythology mythology NOUN catalyst-35973 366 9 in in ADP catalyst-35973 366 10 ubiquitous ubiquitous ADJ catalyst-35973 366 11 computing computing NOUN catalyst-35973 366 12 . . PUNCT catalyst-35973 367 1 cambridge cambridge PROPN catalyst-35973 367 2 , , PUNCT catalyst-35973 367 3 ma ma PROPN catalyst-35973 367 4 : : PUNCT catalyst-35973 367 5 mit mit PROPN catalyst-35973 367 6 press press NOUN catalyst-35973 367 7 . . PUNCT catalyst-35973 368 1 eubanks eubanks PROPN catalyst-35973 368 2 , , PUNCT catalyst-35973 368 3 virginia virginia PROPN catalyst-35973 368 4 . . PUNCT catalyst-35973 368 5 2018 2018 NUM catalyst-35973 368 6 . . PUNCT catalyst-35973 369 1 automating automate VERB catalyst-35973 369 2 inequality inequality NOUN catalyst-35973 369 3 : : PUNCT catalyst-35973 369 4 how how SCONJ catalyst-35973 369 5 high high ADJ catalyst-35973 369 6 - - PUNCT catalyst-35973 369 7 tech tech NOUN catalyst-35973 369 8 tools tool NOUN catalyst-35973 369 9 profile profile NOUN catalyst-35973 369 10 , , PUNCT catalyst-35973 369 11 police police NOUN catalyst-35973 369 12 , , PUNCT catalyst-35973 369 13 and and CCONJ catalyst-35973 369 14 punish punish VERB catalyst-35973 369 15 the the DET catalyst-35973 369 16 poor poor ADJ catalyst-35973 369 17 . . PUNCT catalyst-35973 370 1 new new PROPN catalyst-35973 370 2 york york PROPN catalyst-35973 370 3 : : PUNCT catalyst-35973 370 4 st st PROPN catalyst-35973 370 5 . . PROPN catalyst-35973 370 6 martin martin PROPN catalyst-35973 370 7 's 's PART catalyst-35973 370 8 press press NOUN catalyst-35973 370 9 . . PUNCT catalyst-35973 371 1 ferreira ferreira PROPN catalyst-35973 371 2 da da PROPN catalyst-35973 371 3 silva silva PROPN catalyst-35973 371 4 , , PUNCT catalyst-35973 371 5 denise denise PROPN catalyst-35973 371 6 . . PUNCT catalyst-35973 371 7 2017 2017 NUM catalyst-35973 371 8 . . PUNCT catalyst-35973 372 1 “ " PUNCT catalyst-35973 372 2 1 1 NUM catalyst-35973 372 3 ( ( PUNCT catalyst-35973 372 4 life life NOUN catalyst-35973 372 5 ) ) PUNCT catalyst-35973 372 6 ÷ ÷ NUM catalyst-35973 372 7 0 0 NUM catalyst-35973 373 1 ( ( PUNCT catalyst-35973 373 2 blackness blackness NOUN catalyst-35973 373 3 ) ) PUNCT catalyst-35973 373 4 = = SYM catalyst-35973 374 1 ∞ ∞ NUM catalyst-35973 374 2 − − NUM catalyst-35973 375 1 ∞ ∞ NUM catalyst-35973 375 2 or or CCONJ catalyst-35973 375 3 ∞ ∞ NUM catalyst-35973 375 4 / / SYM catalyst-35973 375 5 ∞ ∞ PROPN catalyst-35973 375 6 : : PUNCT catalyst-35973 375 7 on on ADP catalyst-35973 375 8 matter matter NOUN catalyst-35973 375 9 beyond beyond ADP catalyst-35973 375 10 the the DET catalyst-35973 375 11 equation equation NOUN catalyst-35973 375 12 of of ADP catalyst-35973 375 13 value value NOUN catalyst-35973 375 14 . . PUNCT catalyst-35973 375 15 ” " PUNCT catalyst-35973 376 1 e e X catalyst-35973 376 2 - - NOUN catalyst-35973 376 3 flux flux ADJ catalyst-35973 376 4 79 79 NUM catalyst-35973 376 5 ( ( PUNCT catalyst-35973 376 6 february february PROPN catalyst-35973 376 7 ) ) PUNCT catalyst-35973 376 8 . . PUNCT catalyst-35973 377 1 https://www.e-flux.com/journal/79/94686/1-life-0-blackness-or-on-matter-beyond-the-equation-of-value/. https://www.e-flux.com/journal/79/94686/1-life-0-blackness-or-on-matter-beyond-the-equation-of-value/. PROPN catalyst-35973 377 2 ferrer ferrer PROPN catalyst-35973 377 3 , , PUNCT catalyst-35973 377 4 xavier xavier PROPN catalyst-35973 377 5 , , PUNCT catalyst-35973 377 6 tom tom PROPN catalyst-35973 377 7 van van PROPN catalyst-35973 377 8 nuenen nuenen PROPN catalyst-35973 377 9 , , PUNCT catalyst-35973 377 10 jose jose PROPN catalyst-35973 377 11 m. m. NOUN catalyst-35973 377 12 such such ADJ catalyst-35973 377 13 , , PUNCT catalyst-35973 377 14 mark mark PROPN catalyst-35973 377 15 coté coté PROPN catalyst-35973 377 16 , , PUNCT catalyst-35973 377 17 and and CCONJ catalyst-35973 377 18 natalia natalia PROPN catalyst-35973 377 19 criado criado X catalyst-35973 377 20 . . PUNCT catalyst-35973 378 1 2020 2020 NUM catalyst-35973 378 2 . . PUNCT catalyst-35973 379 1 bias bias NOUN catalyst-35973 379 2 and and CCONJ catalyst-35973 379 3 discrimination discrimination NOUN catalyst-35973 379 4 in in ADP catalyst-35973 379 5 ai ai NOUN catalyst-35973 379 6 : : PUNCT catalyst-35973 379 7 a a DET catalyst-35973 379 8 cross cross ADJ catalyst-35973 379 9 - - ADJ catalyst-35973 379 10 disciplinary disciplinary ADJ catalyst-35973 379 11 perspective perspective NOUN catalyst-35973 379 12 . . PUNCT catalyst-35973 380 1 ieee ieee NOUN catalyst-35973 380 2 technology technology PROPN catalyst-35973 380 3 and and CCONJ catalyst-35973 380 4 society society NOUN catalyst-35973 380 5 magazine magazine NOUN catalyst-35973 380 6 40 40 NUM catalyst-35973 380 7 ( ( PUNCT catalyst-35973 380 8 2 2 NUM catalyst-35973 380 9 ) ) PUNCT catalyst-35973 380 10 . . PUNCT catalyst-35973 381 1 https://doi.org/10.1109/mts.2021.3056293 https://doi.org/10.1109/mts.2021.3056293 NOUN catalyst-35973 381 2 . . PUNCT catalyst-35973 382 1 fisher fisher PROPN catalyst-35973 382 2 , , PUNCT catalyst-35973 382 3 ronald ronald PROPN catalyst-35973 382 4 a. a. PROPN catalyst-35973 382 5 1936 1936 NUM catalyst-35973 382 6 . . PUNCT catalyst-35973 383 1 “ " PUNCT catalyst-35973 383 2 the the DET catalyst-35973 383 3 use use NOUN catalyst-35973 383 4 of of ADP catalyst-35973 383 5 multiple multiple ADJ catalyst-35973 383 6 measurements measurement NOUN catalyst-35973 383 7 in in ADP catalyst-35973 383 8 taxonomic taxonomic ADJ catalyst-35973 383 9 problems problem NOUN catalyst-35973 383 10 . . PUNCT catalyst-35973 383 11 ” " PUNCT catalyst-35973 384 1 annals annal NOUN catalyst-35973 384 2 of of ADP catalyst-35973 384 3 eugenics eugenic NOUN catalyst-35973 384 4 7 7 NUM catalyst-35973 384 5 ( ( PUNCT catalyst-35973 384 6 2 2 NUM catalyst-35973 384 7 ): ): PUNCT catalyst-35973 384 8 179–88 179–88 NUM catalyst-35973 384 9 . . PUNCT catalyst-35973 385 1 https://doi.org/10.1111/j.1469-1809.1936.tb02137.x https://doi.org/10.1111/j.1469-1809.1936.tb02137.x PROPN catalyst-35973 385 2 . . PUNCT catalyst-35973 385 3 foucault foucault PROPN catalyst-35973 385 4 , , PUNCT catalyst-35973 385 5 michel michel PROPN catalyst-35973 385 6 . . PROPN catalyst-35973 385 7 1978 1978 NUM catalyst-35973 385 8 . . PUNCT catalyst-35973 386 1 the the DET catalyst-35973 386 2 history history NOUN catalyst-35973 386 3 of of ADP catalyst-35973 386 4 sexuality sexuality NOUN catalyst-35973 386 5 . . PUNCT catalyst-35973 387 1 vol vol NOUN catalyst-35973 387 2 . . PROPN catalyst-35973 387 3 1 1 NUM catalyst-35973 387 4 new new PROPN catalyst-35973 387 5 york york PROPN catalyst-35973 387 6 : : PUNCT catalyst-35973 387 7 pantheon pantheon NOUN catalyst-35973 387 8 books book NOUN catalyst-35973 387 9 . . PUNCT catalyst-35973 388 1 gebru gebru NOUN catalyst-35973 388 2 , , PUNCT catalyst-35973 388 3 timnit timnit PROPN catalyst-35973 388 4 , , PUNCT catalyst-35973 388 5 jamie jamie PROPN catalyst-35973 388 6 morgenstern morgenstern PROPN catalyst-35973 388 7 , , PUNCT catalyst-35973 388 8 briana briana PROPN catalyst-35973 388 9 vecchione vecchione PROPN catalyst-35973 388 10 , , PUNCT catalyst-35973 388 11 jennifer jennifer PROPN catalyst-35973 388 12 wortman wortman PROPN catalyst-35973 388 13 vaughan vaughan PROPN catalyst-35973 388 14 , , PUNCT catalyst-35973 388 15 hanna hanna PROPN catalyst-35973 388 16 wallach wallach PROPN catalyst-35973 388 17 , , PUNCT catalyst-35973 388 18 hal hal PROPN catalyst-35973 388 19 daumé daumé PROPN catalyst-35973 388 20 iii iii PROPN catalyst-35973 388 21 , , PUNCT catalyst-35973 388 22 and and CCONJ catalyst-35973 388 23 kate kate PROPN catalyst-35973 388 24 crawford crawford PROPN catalyst-35973 388 25 . . PROPN catalyst-35973 388 26 2018 2018 NUM catalyst-35973 388 27 . . PUNCT catalyst-35973 389 1 “ " PUNCT catalyst-35973 389 2 datasheets datasheet NOUN catalyst-35973 389 3 for for ADP catalyst-35973 389 4 datasets dataset NOUN catalyst-35973 389 5 . . PUNCT catalyst-35973 389 6 ” " PUNCT catalyst-35973 390 1 arxiv arxiv NOUN catalyst-35973 390 2 : : PUNCT catalyst-35973 390 3 1803.09010 1803.09010 NUM catalyst-35973 390 4 . . PUNCT catalyst-35973 391 1 https://arxiv.org/abs/1803.09010 https://arxiv.org/abs/1803.09010 PROPN catalyst-35973 391 2 . . PUNCT catalyst-35973 392 1 gilroy gilroy PROPN catalyst-35973 392 2 , , PUNCT catalyst-35973 392 3 paul paul PROPN catalyst-35973 392 4 . . PROPN catalyst-35973 392 5 1993 1993 NUM catalyst-35973 392 6 . . PUNCT catalyst-35973 393 1 the the DET catalyst-35973 393 2 black black ADJ catalyst-35973 393 3 atlantic atlantic NOUN catalyst-35973 393 4 : : PUNCT catalyst-35973 393 5 modernity modernity NOUN catalyst-35973 393 6 and and CCONJ catalyst-35973 393 7 double double ADJ catalyst-35973 393 8 consciousness consciousness NOUN catalyst-35973 393 9 . . PUNCT catalyst-35973 394 1 new new PROPN catalyst-35973 394 2 york york PROPN catalyst-35973 394 3 : : PUNCT catalyst-35973 394 4 verso verso ADJ catalyst-35973 394 5 . . PUNCT catalyst-35973 395 1 glissant glissant PROPN catalyst-35973 395 2 , , PUNCT catalyst-35973 395 3 édouard édouard NOUN catalyst-35973 395 4 . . PUNCT catalyst-35973 396 1 1997 1997 NUM catalyst-35973 396 2 . . PUNCT catalyst-35973 396 3     SPACE catalyst-35973 397 1 poetics poetic NOUN catalyst-35973 397 2 of of ADP catalyst-35973 397 3 relation relation NOUN catalyst-35973 397 4 . . PUNCT catalyst-35973 398 1 translated translate VERB catalyst-35973 398 2 by by ADP catalyst-35973 398 3 betsy betsy PROPN catalyst-35973 398 4 wing wing NOUN catalyst-35973 398 5 . . PUNCT catalyst-35973 399 1 ann ann PROPN catalyst-35973 399 2 arbour arbour PROPN catalyst-35973 399 3 : : PUNCT catalyst-35973 399 4 university university NOUN catalyst-35973 399 5 of of ADP catalyst-35973 399 6 michigan michigan PROPN catalyst-35973 399 7 press press PROPN catalyst-35973 399 8 . . PUNCT catalyst-35973 400 1 haenlein haenlein PROPN catalyst-35973 400 2 , , PUNCT catalyst-35973 400 3 michael michael PROPN catalyst-35973 400 4 , , PUNCT catalyst-35973 400 5 and and CCONJ catalyst-35973 400 6 andreas andreas PROPN catalyst-35973 400 7 kaplan kaplan PROPN catalyst-35973 400 8 . . PROPN catalyst-35973 400 9 2019 2019 NUM catalyst-35973 400 10 . . PUNCT catalyst-35973 401 1 “ " PUNCT catalyst-35973 401 2 a a DET catalyst-35973 401 3 brief brief ADJ catalyst-35973 401 4 history history NOUN catalyst-35973 401 5 of of ADP catalyst-35973 401 6 artificial artificial ADJ catalyst-35973 401 7 intelligence intelligence NOUN catalyst-35973 401 8 : : PUNCT catalyst-35973 401 9 on on ADP catalyst-35973 401 10 the the DET catalyst-35973 401 11 past past NOUN catalyst-35973 401 12 , , PUNCT catalyst-35973 401 13 present present ADJ catalyst-35973 401 14 , , PUNCT catalyst-35973 401 15 and and CCONJ catalyst-35973 401 16 future future NOUN catalyst-35973 401 17 of of ADP catalyst-35973 401 18 artificial artificial ADJ catalyst-35973 401 19 intelligence intelligence NOUN catalyst-35973 401 20 . . PUNCT catalyst-35973 401 21 ” " PUNCT catalyst-35973 402 1 california california PROPN catalyst-35973 402 2 management management PROPN catalyst-35973 402 3 review review NOUN catalyst-35973 402 4 61 61 NUM catalyst-35973 402 5 ( ( PUNCT catalyst-35973 402 6 4 4 NUM catalyst-35973 402 7 ): ): PUNCT catalyst-35973 402 8 5–14 5–14 PROPN catalyst-35973 402 9 . . PUNCT catalyst-35973 402 10     SPACE catalyst-35973 403 1 https://doi.org/10.1177/0008125619864925 https://doi.org/10.1177/0008125619864925 PROPN catalyst-35973 403 2 . . PUNCT catalyst-35973 403 3 haraway haraway PROPN catalyst-35973 403 4 , , PUNCT catalyst-35973 403 5 donna donna PROPN catalyst-35973 403 6 . . PROPN catalyst-35973 403 7 1988 1988 NUM catalyst-35973 403 8 . . PUNCT catalyst-35973 404 1 “ " PUNCT catalyst-35973 404 2 situated situated ADJ catalyst-35973 404 3 knowledges knowledge NOUN catalyst-35973 404 4 : : PUNCT catalyst-35973 404 5 the the DET catalyst-35973 404 6 science science NOUN catalyst-35973 404 7 question question NOUN catalyst-35973 404 8 in in ADP catalyst-35973 404 9 feminism feminism NOUN catalyst-35973 404 10 and and CCONJ catalyst-35973 404 11 the the DET catalyst-35973 404 12 privilege privilege NOUN catalyst-35973 404 13 of of ADP catalyst-35973 404 14 partial partial ADJ catalyst-35973 404 15 perspective perspective NOUN catalyst-35973 404 16 . . PUNCT catalyst-35973 404 17 ” " PUNCT catalyst-35973 405 1 feminist feminist PROPN catalyst-35973 405 2 studies study NOUN catalyst-35973 405 3 14 14 NUM catalyst-35973 405 4 ( ( PUNCT catalyst-35973 405 5 3 3 NUM catalyst-35973 405 6 ): ): PUNCT catalyst-35973 405 7 575 575 NUM catalyst-35973 405 8 - - SYM catalyst-35973 405 9 99 99 NUM catalyst-35973 405 10 . . PUNCT catalyst-35973 406 1 https://doi.org/10.2307/3178066 https://doi.org/10.2307/3178066 NOUN catalyst-35973 406 2 . . PUNCT catalyst-35973 407 1 harney harney PROPN catalyst-35973 407 2 , , PUNCT catalyst-35973 407 3 stefano stefano PROPN catalyst-35973 407 4 , , PUNCT catalyst-35973 407 5 and and CCONJ catalyst-35973 407 6 fred fred PROPN catalyst-35973 407 7 moten moten PROPN catalyst-35973 407 8 . . PUNCT catalyst-35973 408 1 2013 2013 NUM catalyst-35973 408 2 . . PUNCT catalyst-35973 409 1 the the DET catalyst-35973 409 2 undercommons undercommon NOUN catalyst-35973 409 3 : : PUNCT catalyst-35973 409 4 fugitive fugitive ADJ catalyst-35973 409 5 planning planning NOUN catalyst-35973 409 6 and and CCONJ catalyst-35973 409 7 black black ADJ catalyst-35973 409 8 study study NOUN catalyst-35973 409 9 . . PUNCT catalyst-35973 410 1 wivenhoe wivenhoe PROPN catalyst-35973 410 2 , , PUNCT catalyst-35973 410 3 uk uk PROPN catalyst-35973 410 4 : : PUNCT catalyst-35973 410 5 minor minor ADJ catalyst-35973 410 6 compositions composition NOUN catalyst-35973 410 7 . . PUNCT catalyst-35973 411 1 hayles hayle NOUN catalyst-35973 411 2 , , PUNCT catalyst-35973 411 3 n. n. PROPN catalyst-35973 411 4 katherine katherine PROPN catalyst-35973 411 5 . . PUNCT catalyst-35973 412 1 1999 1999 NUM catalyst-35973 412 2 . . PUNCT catalyst-35973 413 1 how how SCONJ catalyst-35973 413 2 we we PRON catalyst-35973 413 3 became become VERB catalyst-35973 413 4 posthuman posthuman NOUN catalyst-35973 413 5 : : PUNCT catalyst-35973 413 6 virtual virtual ADJ catalyst-35973 413 7 bodies body NOUN catalyst-35973 413 8 in in ADP catalyst-35973 413 9 cybernetics cybernetic NOUN catalyst-35973 413 10 , , PUNCT catalyst-35973 413 11 literature literature NOUN catalyst-35973 413 12 , , PUNCT catalyst-35973 413 13 and and CCONJ catalyst-35973 413 14 informatics informatics PROPN catalyst-35973 413 15 . . PUNCT catalyst-35973 414 1 chicago chicago PROPN catalyst-35973 414 2 : : PUNCT catalyst-35973 415 1 university university NOUN catalyst-35973 415 2 of of ADP catalyst-35973 415 3 chicago chicago PROPN catalyst-35973 415 4 press press PROPN catalyst-35973 415 5 . . PUNCT catalyst-35973 416 1 huang huang PROPN catalyst-35973 416 2 , , PUNCT catalyst-35973 416 3 gary gary PROPN catalyst-35973 416 4 , , PUNCT catalyst-35973 416 5 marwan marwan PROPN catalyst-35973 416 6 mattar mattar PROPN catalyst-35973 416 7 , , PUNCT catalyst-35973 416 8 tamara tamara PROPN catalyst-35973 416 9 berg berg PROPN catalyst-35973 416 10 , , PUNCT catalyst-35973 416 11 and and CCONJ catalyst-35973 416 12 eric eric PROPN catalyst-35973 416 13 learned learn VERB catalyst-35973 416 14 - - PUNCT catalyst-35973 416 15 miller miller NOUN catalyst-35973 416 16 . . PUNCT catalyst-35973 416 17 2008 2008 NUM catalyst-35973 416 18 . . PUNCT catalyst-35973 417 1 “ " PUNCT catalyst-35973 417 2 labeled label VERB catalyst-35973 417 3 faces face NOUN catalyst-35973 417 4 in in ADP catalyst-35973 417 5 the the DET catalyst-35973 417 6 wild wild NOUN catalyst-35973 417 7 : : PUNCT catalyst-35973 417 8 a a DET catalyst-35973 417 9 database database NOUN catalyst-35973 417 10 for for ADP catalyst-35973 417 11 studying study VERB catalyst-35973 417 12 face face NOUN catalyst-35973 417 13 recognition recognition NOUN catalyst-35973 417 14 in in ADP catalyst-35973 417 15 unconstrained unconstrained ADJ catalyst-35973 417 16 environments environment NOUN catalyst-35973 417 17 . . PUNCT catalyst-35973 417 18 ” " PUNCT catalyst-35973 418 1 in in ADP catalyst-35973 418 2 workshop workshop NOUN catalyst-35973 418 3 on on ADP catalyst-35973 418 4 faces face NOUN catalyst-35973 418 5 in in ADP catalyst-35973 418 6 ‘ ' PUNCT catalyst-35973 418 7 real real ADJ catalyst-35973 418 8 - - PUNCT catalyst-35973 418 9 life life NOUN catalyst-35973 418 10 ’ ' PUNCT catalyst-35973 418 11 images image NOUN catalyst-35973 418 12 : : PUNCT catalyst-35973 418 13 detection detection NOUN catalyst-35973 418 14 , , PUNCT catalyst-35973 418 15 alignment alignment NOUN catalyst-35973 418 16 , , PUNCT catalyst-35973 418 17 and and CCONJ catalyst-35973 418 18 recognition recognition NOUN catalyst-35973 418 19 . . PUNCT catalyst-35973 419 1 october october PROPN catalyst-35973 419 2 2008 2008 NUM catalyst-35973 419 3 . . PUNCT catalyst-35973 420 1 https://hal.inria.fr/realfaces2008/inria-00321923v1 https://hal.inria.fr/realfaces2008/inria-00321923v1 PROPN catalyst-35973 420 2 . . PUNCT catalyst-35973 421 1 kember kember PROPN catalyst-35973 421 2 , , PUNCT catalyst-35973 421 3 sarah sarah PROPN catalyst-35973 421 4 . . PUNCT catalyst-35973 422 1 2003 2003 NUM catalyst-35973 422 2 . . PUNCT catalyst-35973 423 1 cyberfeminism cyberfeminism NOUN catalyst-35973 423 2 and and CCONJ catalyst-35973 423 3 artificial artificial ADJ catalyst-35973 423 4 life life NOUN catalyst-35973 423 5 . . PUNCT catalyst-35973 424 1 london london PROPN catalyst-35973 424 2 : : PUNCT catalyst-35973 424 3 routledge routledge PROPN catalyst-35973 424 4 . . PUNCT catalyst-35973 425 1 kurgan kurgan PROPN catalyst-35973 425 2 , , PUNCT catalyst-35973 425 3 laura laura PROPN catalyst-35973 425 4 , , PUNCT catalyst-35973 425 5 dare dare VERB catalyst-35973 425 6 brawley brawley PROPN catalyst-35973 425 7 , , PUNCT catalyst-35973 425 8 brian brian PROPN catalyst-35973 425 9 house house PROPN catalyst-35973 425 10 , , PUNCT catalyst-35973 425 11 jia jia PROPN catalyst-35973 425 12 zhang zhang PROPN catalyst-35973 425 13 , , PUNCT catalyst-35973 425 14 and and CCONJ catalyst-35973 425 15 wendy wendy PROPN catalyst-35973 425 16 h.k h.k PROPN catalyst-35973 425 17 . . PROPN catalyst-35973 425 18 chun chun PROPN catalyst-35973 425 19 . . PUNCT catalyst-35973 426 1 2020 2020 NUM catalyst-35973 426 2 . . PUNCT catalyst-35973 427 1 “ " PUNCT catalyst-35973 427 2 homophily homophily ADV catalyst-35973 427 3 : : PUNCT catalyst-35973 427 4 the the DET catalyst-35973 427 5 urban urban ADJ catalyst-35973 427 6 history history NOUN catalyst-35973 427 7 of of ADP catalyst-35973 427 8 an an DET catalyst-35973 427 9 algorithm algorithm NOUN catalyst-35973 427 10 . . PUNCT catalyst-35973 427 11 ” " PUNCT catalyst-35973 428 1 e e X catalyst-35973 428 2 - - NOUN catalyst-35973 428 3 flux flux NOUN catalyst-35973 428 4 are be AUX catalyst-35973 428 5 friends friend NOUN catalyst-35973 428 6 electric electric ADJ catalyst-35973 428 7 ? ? PUNCT catalyst-35973 429 1 november november PROPN catalyst-35973 429 2 2020 2020 NUM catalyst-35973 429 3 . . PUNCT catalyst-35973 430 1 https://www.e-flux.com/architecture/are-friends-electric/289193/homophily-the-urban-history-of-an-algorithm/. https://www.e-flux.com/architecture/are-friends-electric/289193/homophily-the-urban-history-of-an-algorithm/. PROPN catalyst-35973 430 2 kuhlberg kuhlberg PROPN catalyst-35973 430 3 , , PUNCT catalyst-35973 430 4 jill jill PROPN catalyst-35973 430 5 , , PUNCT catalyst-35973 430 6 irene irene PROPN catalyst-35973 430 7 headen headen PROPN catalyst-35973 430 8 , , PUNCT catalyst-35973 430 9 ellis ellis PROPN catalyst-35973 430 10 ballard ballard PROPN catalyst-35973 430 11 , , PUNCT catalyst-35973 430 12 and and CCONJ catalyst-35973 430 13 donald donald PROPN catalyst-35973 430 14 martin martin PROPN catalyst-35973 430 15 . . PUNCT catalyst-35973 431 1 2020 2020 NUM catalyst-35973 431 2 . . PUNCT catalyst-35973 432 1 “ " PUNCT catalyst-35973 432 2 advancing advance VERB catalyst-35973 432 3 community community NOUN catalyst-35973 432 4 engaged engage VERB catalyst-35973 432 5 approaches approach NOUN catalyst-35973 432 6 to to ADP catalyst-35973 432 7 systems system NOUN catalyst-35973 432 8 . . PUNCT catalyst-35973 432 9 ” " PUNCT catalyst-35973 432 10 white white PROPN catalyst-35973 432 11 paper paper NOUN catalyst-35973 432 12 . . PUNCT catalyst-35973 433 1 drexel drexel PROPN catalyst-35973 433 2 university university PROPN catalyst-35973 433 3 , , PUNCT catalyst-35973 433 4 washington washington PROPN catalyst-35973 433 5 university university PROPN catalyst-35973 433 6 in in ADP catalyst-35973 433 7 st st PROPN catalyst-35973 433 8 . . PROPN catalyst-35973 433 9 louis louis PROPN catalyst-35973 433 10 , , PUNCT catalyst-35973 433 11 june june PROPN catalyst-35973 433 12 2020 2020 NUM catalyst-35973 433 13 . . PUNCT catalyst-35973 434 1 lecun lecun PROPN catalyst-35973 434 2 , , PUNCT catalyst-35973 434 3 yann yann PROPN catalyst-35973 434 4 , , PUNCT catalyst-35973 434 5 yoshua yoshua PROPN catalyst-35973 434 6 bengio bengio PROPN catalyst-35973 434 7 , , PUNCT catalyst-35973 434 8 and and CCONJ catalyst-35973 434 9 geoffrey geoffrey PROPN catalyst-35973 434 10 hinton hinton PROPN catalyst-35973 434 11 . . PROPN catalyst-35973 435 1 2015 2015 NUM catalyst-35973 435 2 . . PUNCT catalyst-35973 436 1 “ " PUNCT catalyst-35973 436 2 deep deep ADJ catalyst-35973 436 3 learning learning NOUN catalyst-35973 436 4 . . PUNCT catalyst-35973 436 5 ” " PUNCT catalyst-35973 437 1 nature nature NOUN catalyst-35973 437 2 521 521 NUM catalyst-35973 437 3 ( ( PUNCT catalyst-35973 437 4 7553 7553 NUM catalyst-35973 437 5 ): ): PUNCT catalyst-35973 437 6 436–44 436–44 NOUN catalyst-35973 437 7 . . PUNCT catalyst-35973 438 1 https://doi.org/10.1038/nature14539 https://doi.org/10.1038/nature14539 PROPN catalyst-35973 438 2 . . PUNCT catalyst-35973 439 1 mattu mattu PROPN catalyst-35973 439 2 , , PUNCT catalyst-35973 439 3 surya surya PROPN catalyst-35973 439 4 , , PUNCT catalyst-35973 439 5 leon leon PROPN catalyst-35973 439 6 yin yin PROPN catalyst-35973 439 7 , , PUNCT catalyst-35973 439 8 angie angie PROPN catalyst-35973 439 9 waller waller PROPN catalyst-35973 439 10 , , PUNCT catalyst-35973 439 11 and and CCONJ catalyst-35973 439 12 jon jon PROPN catalyst-35973 439 13 keegan keegan PROPN catalyst-35973 439 14 . . PROPN catalyst-35973 439 15 2021 2021 NUM catalyst-35973 439 16 . . PUNCT catalyst-35973 440 1 “ " PUNCT catalyst-35973 440 2 how how SCONJ catalyst-35973 440 3 we we PRON catalyst-35973 440 4 built build VERB catalyst-35973 440 5 a a DET catalyst-35973 440 6 facebook facebook NOUN catalyst-35973 440 7 inspector inspector NOUN catalyst-35973 440 8 . . PUNCT catalyst-35973 440 9 ” " PUNCT catalyst-35973 441 1 the the DET catalyst-35973 441 2 markup markup PROPN catalyst-35973 441 3 , , PUNCT catalyst-35973 441 4 january january PROPN catalyst-35973 441 5 5 5 NUM catalyst-35973 441 6 , , PUNCT catalyst-35973 441 7 2021 2021 NUM catalyst-35973 441 8 . . PUNCT catalyst-35973 442 1 https://themarkup.org/citizen-browser/2021/01/05/how-we-built-a-facebook-inspector https://themarkup.org/citizen-browser/2021/01/05/how-we-built-a-facebook-inspector NOUN catalyst-35973 442 2 . . PUNCT catalyst-35973 443 1 mccorduck mccorduck PROPN catalyst-35973 443 2 , , PUNCT catalyst-35973 443 3 pamela pamela PROPN catalyst-35973 443 4 . . PUNCT catalyst-35973 444 1 2004 2004 NUM catalyst-35973 444 2 . . PUNCT catalyst-35973 445 1 machines machine NOUN catalyst-35973 445 2 who who PRON catalyst-35973 445 3 think think VERB catalyst-35973 445 4 : : PUNCT catalyst-35973 445 5 a a DET catalyst-35973 445 6 personal personal ADJ catalyst-35973 445 7 inquiry inquiry NOUN catalyst-35973 445 8 into into ADP catalyst-35973 445 9 the the DET catalyst-35973 445 10 history history NOUN catalyst-35973 445 11 and and CCONJ catalyst-35973 445 12 prospects prospect NOUN catalyst-35973 445 13 of of ADP catalyst-35973 445 14 artificial artificial ADJ catalyst-35973 445 15 intelligence intelligence NOUN catalyst-35973 445 16 . . PUNCT catalyst-35973 446 1 2nd 2nd ADJ catalyst-35973 446 2 ed ed NOUN catalyst-35973 446 3 . . PUNCT catalyst-35973 447 1 new new PROPN catalyst-35973 447 2 york york PROPN catalyst-35973 447 3 : : PUNCT catalyst-35973 448 1 routledge routledge PROPN catalyst-35973 448 2 . . PUNCT catalyst-35973 449 1 metz metz PROPN catalyst-35973 449 2 , , PUNCT catalyst-35973 449 3 cade cade PROPN catalyst-35973 449 4 . . PUNCT catalyst-35973 449 5 2020 2020 NUM catalyst-35973 449 6 . . PUNCT catalyst-35973 450 1 “ " PUNCT catalyst-35973 450 2 meet meet VERB catalyst-35973 450 3 gpt-3 gpt-3 NOUN catalyst-35973 450 4 . . PUNCT catalyst-35973 451 1 it it PRON catalyst-35973 451 2 has have AUX catalyst-35973 451 3 learned learn VERB catalyst-35973 451 4 to to PART catalyst-35973 451 5 code code VERB catalyst-35973 451 6 ( ( PUNCT catalyst-35973 451 7 and and CCONJ catalyst-35973 451 8 blog blog VERB catalyst-35973 451 9 and and CCONJ catalyst-35973 451 10 argue argue PROPN catalyst-35973 451 11 ) ) PUNCT catalyst-35973 451 12 . . PUNCT catalyst-35973 451 13 ” " PUNCT catalyst-35973 452 1 new new PROPN catalyst-35973 452 2 york york PROPN catalyst-35973 452 3 times times PROPN catalyst-35973 452 4 , , PUNCT catalyst-35973 452 5 november november PROPN catalyst-35973 452 6 24 24 NUM catalyst-35973 452 7 , , PUNCT catalyst-35973 452 8 2020 2020 NUM catalyst-35973 452 9 . . PUNCT catalyst-35973 453 1 https://www.nytimes.com/2020/11/24/science/artificial-intelligence-ai-gpt3.html https://www.nytimes.com/2020/11/24/science/artificial-intelligence-ai-gpt3.html PROPN catalyst-35973 453 2 . . PUNCT catalyst-35973 454 1 minsky minsky PROPN catalyst-35973 454 2 , , PUNCT catalyst-35973 454 3 marvin marvin PROPN catalyst-35973 454 4 . . PROPN catalyst-35973 454 5 1986 1986 NUM catalyst-35973 454 6 . . PUNCT catalyst-35973 455 1 the the DET catalyst-35973 455 2 society society NOUN catalyst-35973 455 3 of of ADP catalyst-35973 455 4 mind mind NOUN catalyst-35973 455 5 . . PUNCT catalyst-35973 456 1 new new PROPN catalyst-35973 456 2 york york PROPN catalyst-35973 456 3 : : PUNCT catalyst-35973 456 4 simon simon PROPN catalyst-35973 456 5 & & CCONJ catalyst-35973 456 6 schuster schuster PROPN catalyst-35973 456 7 . . PUNCT catalyst-35973 457 1 mishra mishra PROPN catalyst-35973 457 2 , , PUNCT catalyst-35973 457 3 sanatan sanatan PROPN catalyst-35973 457 4 . . PUNCT catalyst-35973 457 5 2017 2017 NUM catalyst-35973 457 6 . . PUNCT catalyst-35973 458 1 “ " PUNCT catalyst-35973 458 2 unsupervised unsupervised ADJ catalyst-35973 458 3 learning learning NOUN catalyst-35973 458 4 and and CCONJ catalyst-35973 458 5 data datum NOUN catalyst-35973 458 6 clustering cluster VERB catalyst-35973 458 7 . . PUNCT catalyst-35973 458 8 ” " PUNCT catalyst-35973 459 1 towards towards ADP catalyst-35973 459 2 data datum NOUN catalyst-35973 459 3 science science NOUN catalyst-35973 459 4 , , PUNCT catalyst-35973 459 5 may may AUX catalyst-35973 459 6 19 19 NUM catalyst-35973 459 7 , , PUNCT catalyst-35973 459 8 2017 2017 NUM catalyst-35973 459 9 . . PUNCT catalyst-35973 460 1 https://towardsdatascience.com/unsupervised-learning-and-data-clustering-eeecb78b422a https://towardsdatascience.com/unsupervised-learning-and-data-clustering-eeecb78b422a NOUN catalyst-35973 460 2 . . PUNCT catalyst-35973 461 1 mirzoeff mirzoeff PROPN catalyst-35973 461 2 , , PUNCT catalyst-35973 461 3 nicholas nicholas PROPN catalyst-35973 461 4 . . PROPN catalyst-35973 461 5 2011 2011 NUM catalyst-35973 461 6 . . PUNCT catalyst-35973 462 1 “ " PUNCT catalyst-35973 462 2 the the DET catalyst-35973 462 3 right right NOUN catalyst-35973 462 4 to to PART catalyst-35973 462 5 look look VERB catalyst-35973 462 6 . . PUNCT catalyst-35973 462 7 ” " PUNCT catalyst-35973 463 1 critical critical ADJ catalyst-35973 463 2 inquiry inquiry NOUN catalyst-35973 463 3 37 37 NUM catalyst-35973 463 4 ( ( PUNCT catalyst-35973 463 5 3 3 NUM catalyst-35973 463 6 ): ): PUNCT catalyst-35973 463 7 473–96 473–96 NOUN catalyst-35973 463 8 . . PUNCT catalyst-35973 464 1 https://doi.org/10.1086/659354 https://doi.org/10.1086/659354 PROPN catalyst-35973 464 2 . . PUNCT catalyst-35973 465 1 murphy murphy PROPN catalyst-35973 465 2 , , PUNCT catalyst-35973 465 3 michelle michelle PROPN catalyst-35973 465 4 . . PUNCT catalyst-35973 465 5 2017 2017 NUM catalyst-35973 465 6 . . PUNCT catalyst-35973 466 1 the the DET catalyst-35973 466 2 economization economization NOUN catalyst-35973 466 3 of of ADP catalyst-35973 466 4 life life NOUN catalyst-35973 466 5 . . PUNCT catalyst-35973 467 1 durham durham PROPN catalyst-35973 467 2 , , PUNCT catalyst-35973 467 3 nc nc PROPN catalyst-35973 467 4 : : PUNCT catalyst-35973 467 5 duke duke PROPN catalyst-35973 467 6 university university PROPN catalyst-35973 467 7 press press NOUN catalyst-35973 467 8 . . PUNCT catalyst-35973 468 1 noble noble ADJ catalyst-35973 468 2 , , PUNCT catalyst-35973 468 3 safiya safiya NOUN catalyst-35973 468 4 . . PUNCT catalyst-35973 469 1 2018 2018 NUM catalyst-35973 469 2 . . PUNCT catalyst-35973 470 1 algorithms algorithm NOUN catalyst-35973 470 2 of of ADP catalyst-35973 470 3 oppression oppression NOUN catalyst-35973 470 4 : : PUNCT catalyst-35973 470 5 how how SCONJ catalyst-35973 470 6 search search NOUN catalyst-35973 470 7 engines engine NOUN catalyst-35973 470 8 reinforce reinforce VERB catalyst-35973 470 9 racism racism NOUN catalyst-35973 470 10 . . PUNCT catalyst-35973 471 1 new new PROPN catalyst-35973 471 2 york york PROPN catalyst-35973 471 3 : : PUNCT catalyst-35973 471 4 nyu nyu PROPN catalyst-35973 471 5 press press PROPN catalyst-35973 471 6 . . PUNCT catalyst-35973 472 1 nolan nolan PROPN catalyst-35973 472 2 , , PUNCT catalyst-35973 472 3 laura laura NOUN catalyst-35973 472 4 . . PUNCT catalyst-35973 472 5 2020 2020 NUM catalyst-35973 472 6 . . PUNCT catalyst-35973 473 1 “ " PUNCT catalyst-35973 473 2 software software NOUN catalyst-35973 473 3 engineer engineer NOUN catalyst-35973 473 4 on on ADP catalyst-35973 473 5 ethics ethic NOUN catalyst-35973 473 6 in in ADP catalyst-35973 473 7 tech tech NOUN catalyst-35973 473 8 . . PUNCT catalyst-35973 473 9 ” " PUNCT catalyst-35973 474 1 https://otia.io/2020/02/27/laura-nolan-software-engineer-on-ethics-in-tech/. https://otia.io/2020/02/27/laura-nolan-software-engineer-on-ethics-in-tech/. PROPN catalyst-35973 474 2 o'neil o'neil PROPN catalyst-35973 474 3 , , PUNCT catalyst-35973 474 4 cathy cathy PROPN catalyst-35973 474 5 . . PUNCT catalyst-35973 474 6 2016 2016 NUM catalyst-35973 474 7 . . PUNCT catalyst-35973 475 1 weapons weapon NOUN catalyst-35973 475 2 of of ADP catalyst-35973 475 3 math math NOUN catalyst-35973 475 4 destruction destruction NOUN catalyst-35973 475 5 : : PUNCT catalyst-35973 475 6 how how SCONJ catalyst-35973 475 7 big big ADJ catalyst-35973 475 8 data datum NOUN catalyst-35973 475 9 increases increase VERB catalyst-35973 475 10 inequality inequality NOUN catalyst-35973 475 11 and and CCONJ catalyst-35973 475 12 threatens threaten VERB catalyst-35973 475 13 democracy democracy NOUN catalyst-35973 475 14 . . PUNCT catalyst-35973 476 1 new new PROPN catalyst-35973 476 2 york york PROPN catalyst-35973 476 3 : : PUNCT catalyst-35973 476 4 crown crown PROPN catalyst-35973 476 5 . . PUNCT catalyst-35973 477 1 parisi parisi PROPN catalyst-35973 477 2 , , PUNCT catalyst-35973 477 3 luciana luciana PROPN catalyst-35973 477 4 . . PROPN catalyst-35973 477 5 2019 2019 NUM catalyst-35973 477 6 . . PUNCT catalyst-35973 478 1 “ " PUNCT catalyst-35973 478 2 the the DET catalyst-35973 478 3 alien alien ADJ catalyst-35973 478 4 subject subject NOUN catalyst-35973 478 5 of of ADP catalyst-35973 478 6 ai ai PROPN catalyst-35973 478 7 . . PUNCT catalyst-35973 478 8 ” " PUNCT catalyst-35973 479 1 subjectivity subjectivity NOUN catalyst-35973 479 2 12 12 NUM catalyst-35973 479 3 ( ( PUNCT catalyst-35973 479 4 1 1 NUM catalyst-35973 479 5 ): ): PUNCT catalyst-35973 479 6 27–48 27–48 NUM catalyst-35973 479 7 . . PUNCT catalyst-35973 480 1 https://link.springer.com/article/10.1057%2fs41286-018-00064-3 https://link.springer.com/article/10.1057%2fs41286-018-00064-3 PROPN catalyst-35973 480 2 . . PUNCT catalyst-35973 481 1 perez perez PROPN catalyst-35973 481 2 , , PUNCT catalyst-35973 481 3 sarah sarah PROPN catalyst-35973 481 4 . . PUNCT catalyst-35973 481 5 2016 2016 NUM catalyst-35973 481 6 . . PUNCT catalyst-35973 482 1 “ " PUNCT catalyst-35973 482 2 microsoft microsoft PROPN catalyst-35973 482 3 silences silence VERB catalyst-35973 482 4 its its PRON catalyst-35973 482 5 new new ADJ catalyst-35973 482 6 a.i a.i PROPN catalyst-35973 482 7 . . PROPN catalyst-35973 482 8 bot bot PROPN catalyst-35973 482 9 tay tay PROPN catalyst-35973 482 10 , , PUNCT catalyst-35973 482 11 after after SCONJ catalyst-35973 482 12 twitter twitter NOUN catalyst-35973 482 13 users user NOUN catalyst-35973 482 14 teach teach VERB catalyst-35973 482 15 it it PRON catalyst-35973 482 16 racism racism NOUN catalyst-35973 482 17 . . PUNCT catalyst-35973 482 18 ” " PUNCT catalyst-35973 483 1 techcrunch.com techcrunch.com X catalyst-35973 483 2 , , PUNCT catalyst-35973 483 3 march march PROPN catalyst-35973 483 4 24 24 NUM catalyst-35973 483 5 , , PUNCT catalyst-35973 483 6 2016 2016 NUM catalyst-35973 483 7 . . PUNCT catalyst-35973 484 1 https://techcrunch.com/2016/03/24/microsoft-silences-its-new-a-i-bot-tay-after-twitter-users-teach-it-racism/. https://techcrunch.com/2016/03/24/microsoft-silences-its-new-a-i-bot-tay-after-twitter-users-teach-it-racism/. ADJ catalyst-35973 484 2 premack premack NOUN catalyst-35973 484 3 , , PUNCT catalyst-35973 484 4 david david PROPN catalyst-35973 484 5 and and CCONJ catalyst-35973 484 6 guy guy PROPN catalyst-35973 484 7 woodruff woodruff PROPN catalyst-35973 484 8 . . PROPN catalyst-35973 484 9 1978 1978 NUM catalyst-35973 484 10 . . PUNCT catalyst-35973 485 1 “ " PUNCT catalyst-35973 485 2 does do AUX catalyst-35973 485 3 the the DET catalyst-35973 485 4 chimpanzee chimpanzee NOUN catalyst-35973 485 5 have have VERB catalyst-35973 485 6 a a DET catalyst-35973 485 7 theory theory NOUN catalyst-35973 485 8 of of ADP catalyst-35973 485 9 mind mind NOUN catalyst-35973 485 10 ? ? PUNCT catalyst-35973 485 11 ” " PUNCT catalyst-35973 485 12 behavioral behavioral ADJ catalyst-35973 485 13 and and CCONJ catalyst-35973 485 14 brain brain NOUN catalyst-35973 485 15 sciences science NOUN catalyst-35973 485 16 1 1 NUM catalyst-35973 485 17 ( ( PUNCT catalyst-35973 485 18 4 4 NUM catalyst-35973 485 19 ): ): PUNCT catalyst-35973 485 20 515–26 515–26 NUM catalyst-35973 485 21 . . PUNCT catalyst-35973 486 1 https://doi.org/10.1017/s0140525x00076512 https://doi.org/10.1017/s0140525x00076512 PROPN catalyst-35973 486 2 . . PUNCT catalyst-35973 487 1 raji raji PROPN catalyst-35973 487 2 , , PUNCT catalyst-35973 487 3 inioluwa inioluwa PROPN catalyst-35973 487 4 deborah deborah PROPN catalyst-35973 487 5 , , PUNCT catalyst-35973 487 6 timnit timnit NOUN catalyst-35973 487 7 gebru gebru PROPN catalyst-35973 487 8 , , PUNCT catalyst-35973 487 9 margaret margaret PROPN catalyst-35973 487 10 mitchell mitchell PROPN catalyst-35973 487 11 , , PUNCT catalyst-35973 487 12 joy joy NOUN catalyst-35973 487 13 buolamwini buolamwini PROPN catalyst-35973 487 14 , , PUNCT catalyst-35973 487 15 joonseok joonseok PROPN catalyst-35973 487 16 lee lee PROPN catalyst-35973 487 17 , , PUNCT catalyst-35973 487 18 and and CCONJ catalyst-35973 487 19 emily emily PROPN catalyst-35973 487 20 denton denton PROPN catalyst-35973 487 21 . . PUNCT catalyst-35973 488 1 2020 2020 NUM catalyst-35973 488 2 . . PUNCT catalyst-35973 489 1 “ " PUNCT catalyst-35973 489 2 saving save VERB catalyst-35973 489 3 face face NOUN catalyst-35973 489 4 : : PUNCT catalyst-35973 489 5 investigating investigate VERB catalyst-35973 489 6 the the DET catalyst-35973 489 7 ethical ethical ADJ catalyst-35973 489 8 concerns concern NOUN catalyst-35973 489 9 of of ADP catalyst-35973 489 10 facial facial ADJ catalyst-35973 489 11 recognition recognition NOUN catalyst-35973 489 12 auditing auditing NOUN catalyst-35973 489 13 . . PUNCT catalyst-35973 489 14 ” " PUNCT catalyst-35973 490 1 in in ADP catalyst-35973 490 2 proceedings proceeding NOUN catalyst-35973 490 3 of of ADP catalyst-35973 490 4 the the DET catalyst-35973 490 5 aaai aaai PROPN catalyst-35973 490 6 / / SYM catalyst-35973 490 7 acm acm PROPN catalyst-35973 490 8 conference conference NOUN catalyst-35973 490 9 on on ADP catalyst-35973 490 10 ai ai PROPN catalyst-35973 490 11 , , PUNCT catalyst-35973 490 12 ethics ethic NOUN catalyst-35973 490 13 , , PUNCT catalyst-35973 490 14 and and CCONJ catalyst-35973 490 15 society society NOUN catalyst-35973 490 16 ( ( PUNCT catalyst-35973 490 17 aies aie NOUN catalyst-35973 490 18 ' ' NUM catalyst-35973 490 19 20 20 NUM catalyst-35973 490 20 ) ) PUNCT catalyst-35973 490 21 , , PUNCT catalyst-35973 490 22 145–51 145–51 NUM catalyst-35973 490 23 . . PUNCT catalyst-35973 491 1 new new PROPN catalyst-35973 491 2 york york PROPN catalyst-35973 491 3 : : PUNCT catalyst-35973 491 4 association association NOUN catalyst-35973 491 5 for for ADP catalyst-35973 491 6 computing compute VERB catalyst-35973 491 7 machinery machinery NOUN catalyst-35973 491 8 . . PUNCT catalyst-35973 492 1 https://arxiv.org/abs/2001.00964 https://arxiv.org/abs/2001.00964 NOUN catalyst-35973 492 2 . . PUNCT catalyst-35973 493 1 reardon reardon PROPN catalyst-35973 493 2 , , PUNCT catalyst-35973 493 3 jenny jenny PROPN catalyst-35973 493 4 . . PUNCT catalyst-35973 493 5 2017 2017 NUM catalyst-35973 493 6 . . PUNCT catalyst-35973 494 1 the the DET catalyst-35973 494 2 postgenomic postgenomic ADJ catalyst-35973 494 3 condition condition NOUN catalyst-35973 494 4 : : PUNCT catalyst-35973 494 5 ethics ethic NOUN catalyst-35973 494 6 , , PUNCT catalyst-35973 494 7 justice justice NOUN catalyst-35973 494 8 , , PUNCT catalyst-35973 494 9 and and CCONJ catalyst-35973 494 10 knowledge knowledge NOUN catalyst-35973 494 11 after after ADP catalyst-35973 494 12 the the DET catalyst-35973 494 13 genome genome NOUN catalyst-35973 494 14 . . PUNCT catalyst-35973 495 1 chicago chicago PROPN catalyst-35973 495 2 : : PUNCT catalyst-35973 496 1 university university NOUN catalyst-35973 496 2 of of ADP catalyst-35973 496 3 chicago chicago PROPN catalyst-35973 496 4 press press PROPN catalyst-35973 496 5 . . PUNCT catalyst-35973 497 1 richardson richardson PROPN catalyst-35973 497 2 , , PUNCT catalyst-35973 497 3 rashida rashida PROPN catalyst-35973 497 4 . . PUNCT catalyst-35973 498 1 forthcoming forthcoming ADJ catalyst-35973 498 2 2022 2022 NUM catalyst-35973 498 3 . . PUNCT catalyst-35973 499 1 “ " PUNCT catalyst-35973 499 2 racial racial ADJ catalyst-35973 499 3 segregation segregation NOUN catalyst-35973 499 4 and and CCONJ catalyst-35973 499 5 the the DET catalyst-35973 499 6 data data NOUN catalyst-35973 499 7 - - PUNCT catalyst-35973 499 8 driven drive VERB catalyst-35973 499 9 society society NOUN catalyst-35973 499 10 : : PUNCT catalyst-35973 499 11 how how SCONJ catalyst-35973 499 12 our our PRON catalyst-35973 499 13 failure failure NOUN catalyst-35973 499 14 to to PART catalyst-35973 499 15 reckon reckon VERB catalyst-35973 499 16 with with ADP catalyst-35973 499 17 root root NOUN catalyst-35973 499 18 causes cause NOUN catalyst-35973 499 19 perpetuates perpetuate VERB catalyst-35973 499 20 separate separate ADJ catalyst-35973 499 21 and and CCONJ catalyst-35973 499 22 unequal unequal ADJ catalyst-35973 499 23 realities reality NOUN catalyst-35973 499 24 . . PUNCT catalyst-35973 499 25 ” " PUNCT catalyst-35973 500 1 berkeley berkeley PROPN catalyst-35973 500 2 technology technology PROPN catalyst-35973 500 3 law law PROPN catalyst-35973 500 4 journal journal NOUN catalyst-35973 500 5 36 36 NUM catalyst-35973 500 6 ( ( PUNCT catalyst-35973 500 7 3 3 NUM catalyst-35973 500 8 ) ) PUNCT catalyst-35973 500 9 . . PUNCT catalyst-35973 501 1 https://ssrn.com/abstract=3850317 https://ssrn.com/abstract=3850317 NOUN catalyst-35973 501 2 . . PUNCT catalyst-35973 502 1 silver silver PROPN catalyst-35973 502 2 , , PUNCT catalyst-35973 502 3 david david PROPN catalyst-35973 502 4 , , PUNCT catalyst-35973 502 5 julian julian PROPN catalyst-35973 502 6 schrittwieser schrittwieser PROPN catalyst-35973 502 7 , , PUNCT catalyst-35973 502 8 karen karen PROPN catalyst-35973 502 9 simonyan simonyan PROPN catalyst-35973 502 10 , , PUNCT catalyst-35973 502 11 ionnis ionnis PROPN catalyst-35973 502 12 antonoglou antonoglou PROPN catalyst-35973 502 13 , , PUNCT catalyst-35973 502 14 aja aja PROPN catalyst-35973 502 15 huang huang PROPN catalyst-35973 502 16 , , PUNCT catalyst-35973 502 17 arthur arthur PROPN catalyst-35973 502 18 guez guez PROPN catalyst-35973 502 19 , , PUNCT catalyst-35973 502 20 and and CCONJ catalyst-35973 502 21 yutien yutien PROPN catalyst-35973 502 22 chen chen PROPN catalyst-35973 502 23 . . PROPN catalyst-35973 502 24 2017 2017 NUM catalyst-35973 502 25 . . PUNCT catalyst-35973 503 1 “ " PUNCT catalyst-35973 503 2 mastering master VERB catalyst-35973 503 3 the the DET catalyst-35973 503 4 game game NOUN catalyst-35973 503 5 of of ADP catalyst-35973 503 6 go go NOUN catalyst-35973 503 7 without without ADP catalyst-35973 503 8 human human ADJ catalyst-35973 503 9 knowledge knowledge NOUN catalyst-35973 503 10 . . PUNCT catalyst-35973 503 11 ” " PUNCT catalyst-35973 504 1 nature nature NOUN catalyst-35973 504 2 550 550 NUM catalyst-35973 504 3 ( ( PUNCT catalyst-35973 504 4 7676 7676 NUM catalyst-35973 504 5 ): ): PUNCT catalyst-35973 504 6 354–59 354–59 NUM catalyst-35973 504 7 . . PUNCT catalyst-35973 505 1 https://doi.org/10.1038/nature24270 https://doi.org/10.1038/nature24270 PROPN catalyst-35973 505 2 . . PUNCT catalyst-35973 506 1 simon simon PROPN catalyst-35973 506 2 , , PUNCT catalyst-35973 506 3 herbert herbert PROPN catalyst-35973 506 4 . . PROPN catalyst-35973 506 5 1969 1969 NUM catalyst-35973 506 6 . . PUNCT catalyst-35973 507 1 the the DET catalyst-35973 507 2 sciences science NOUN catalyst-35973 507 3 of of ADP catalyst-35973 507 4 the the DET catalyst-35973 507 5 artificial artificial NOUN catalyst-35973 507 6 . . PUNCT catalyst-35973 508 1 cambridge cambridge PROPN catalyst-35973 508 2 , , PUNCT catalyst-35973 508 3 ma ma PROPN catalyst-35973 508 4 : : PUNCT catalyst-35973 508 5 mit mit PROPN catalyst-35973 508 6 press press NOUN catalyst-35973 508 7 . . PUNCT catalyst-35973 509 1 stiegler stiegler PROPN catalyst-35973 509 2 , , PUNCT catalyst-35973 509 3 bernard bernard PROPN catalyst-35973 509 4 . . PUNCT catalyst-35973 510 1 1998 1998 NUM catalyst-35973 510 2 . . PUNCT catalyst-35973 511 1 technics technic NOUN catalyst-35973 511 2 and and CCONJ catalyst-35973 511 3 time time NOUN catalyst-35973 511 4 , , PUNCT catalyst-35973 511 5 1 1 NUM catalyst-35973 511 6 : : PUNCT catalyst-35973 511 7 the the DET catalyst-35973 511 8 fault fault NOUN catalyst-35973 511 9 of of ADP catalyst-35973 511 10 epimetheus epimetheus PROPN catalyst-35973 511 11 . . PUNCT catalyst-35973 512 1 translated translate VERB catalyst-35973 512 2 by by ADP catalyst-35973 512 3 richard richard PROPN catalyst-35973 512 4 beardsworth beardsworth PROPN catalyst-35973 512 5 and and CCONJ catalyst-35973 512 6 george george PROPN catalyst-35973 512 7 collins collins PROPN catalyst-35973 512 8 . . PUNCT catalyst-35973 513 1 stanford stanford PROPN catalyst-35973 513 2 , , PUNCT catalyst-35973 513 3 ca ca PROPN catalyst-35973 513 4 : : PUNCT catalyst-35973 513 5 stanford stanford PROPN catalyst-35973 513 6 university university PROPN catalyst-35973 513 7 press press NOUN catalyst-35973 513 8 . . PUNCT catalyst-35973 514 1 suchman suchman NOUN catalyst-35973 514 2 , , PUNCT catalyst-35973 514 3 lucy lucy PROPN catalyst-35973 514 4 . . PUNCT catalyst-35973 514 5 2008 2008 NUM catalyst-35973 514 6 . . PUNCT catalyst-35973 515 1 “ " PUNCT catalyst-35973 515 2 feminist feminist PROPN catalyst-35973 515 3 sts st NOUN catalyst-35973 515 4 and and CCONJ catalyst-35973 515 5 the the DET catalyst-35973 515 6 sciences science NOUN catalyst-35973 515 7 of of ADP catalyst-35973 515 8 the the DET catalyst-35973 515 9 artificial artificial NOUN catalyst-35973 515 10 . . PUNCT catalyst-35973 515 11 ” " PUNCT catalyst-35973 516 1 in in ADP catalyst-35973 516 2 the the DET catalyst-35973 516 3 handbook handbook NOUN catalyst-35973 516 4 of of ADP catalyst-35973 516 5 science science NOUN catalyst-35973 516 6 and and CCONJ catalyst-35973 516 7 technology technology NOUN catalyst-35973 516 8 studies study NOUN catalyst-35973 516 9 , , PUNCT catalyst-35973 516 10 3rd 3rd ADJ catalyst-35973 516 11 ed ed NOUN catalyst-35973 516 12 . . PROPN catalyst-35973 516 13 , , PUNCT catalyst-35973 516 14 edited edit VERB catalyst-35973 516 15 by by ADP catalyst-35973 516 16 edward edward PROPN catalyst-35973 516 17 hackett hackett PROPN catalyst-35973 516 18 , , PUNCT catalyst-35973 516 19 olga olga PROPN catalyst-35973 516 20 amsterdamska amsterdamska PROPN catalyst-35973 516 21 , , PUNCT catalyst-35973 516 22 michael michael PROPN catalyst-35973 516 23 lynch lynch PROPN catalyst-35973 516 24 , , PUNCT catalyst-35973 516 25 judy judy PROPN catalyst-35973 516 26 wajcman wajcman PROPN catalyst-35973 516 27 , , PUNCT catalyst-35973 516 28 139–64 139–64 PROPN catalyst-35973 516 29 . . PUNCT catalyst-35973 516 30 cambridge cambridge PROPN catalyst-35973 516 31 , , PUNCT catalyst-35973 516 32 ma ma PROPN catalyst-35973 516 33 : : PUNCT catalyst-35973 516 34 mit mit PROPN catalyst-35973 516 35 press press NOUN catalyst-35973 516 36 . . PUNCT catalyst-35973 517 1 virilio virilio PROPN catalyst-35973 517 2 , , PUNCT catalyst-35973 517 3 paul paul PROPN catalyst-35973 517 4 . . PROPN catalyst-35973 517 5 1994 1994 NUM catalyst-35973 517 6 . . PUNCT catalyst-35973 517 7     SPACE catalyst-35973 518 1 the the DET catalyst-35973 518 2 vision vision NOUN catalyst-35973 518 3 machine machine NOUN catalyst-35973 518 4 . . PUNCT catalyst-35973 519 1 translated translate VERB catalyst-35973 519 2 by by ADP catalyst-35973 519 3 julie julie PROPN catalyst-35973 519 4 rose rise VERB catalyst-35973 519 5 . . PUNCT catalyst-35973 520 1 bloomington bloomington PROPN catalyst-35973 520 2 : : PUNCT catalyst-35973 520 3 indiana indiana PROPN catalyst-35973 520 4 university university PROPN catalyst-35973 520 5 press press NOUN catalyst-35973 520 6 . . PUNCT catalyst-35973 520 7     SPACE catalyst-35973 521 1 author author NOUN catalyst-35973 521 2 bio bio PROPN catalyst-35973 521 3 beth beth PROPN catalyst-35973 521 4 coleman coleman PROPN catalyst-35973 521 5 is be AUX catalyst-35973 521 6 an an DET catalyst-35973 521 7 associate associate ADJ catalyst-35973 521 8 professor professor NOUN catalyst-35973 521 9 of of ADP catalyst-35973 521 10 data data PROPN catalyst-35973 521 11 & & CCONJ catalyst-35973 521 12 cities city NOUN catalyst-35973 521 13 at at ADP catalyst-35973 521 14 the the DET catalyst-35973 521 15 university university PROPN catalyst-35973 521 16 of of ADP catalyst-35973 521 17 toronto toronto PROPN catalyst-35973 521 18 , , PUNCT catalyst-35973 521 19 where where SCONJ catalyst-35973 521 20 she she PRON catalyst-35973 521 21 directs direct VERB catalyst-35973 521 22 the the DET catalyst-35973 521 23 city city NOUN catalyst-35973 521 24 as as ADP catalyst-35973 521 25 platform platform NOUN catalyst-35973 521 26 lab lab NOUN catalyst-35973 521 27 . . PUNCT catalyst-35973 522 1 working work VERB catalyst-35973 522 2 in in ADP catalyst-35973 522 3 the the DET catalyst-35973 522 4 disciplines discipline NOUN catalyst-35973 522 5 of of ADP catalyst-35973 522 6 science science NOUN catalyst-35973 522 7 and and CCONJ catalyst-35973 522 8 technology technology NOUN catalyst-35973 522 9 studies study NOUN catalyst-35973 522 10 and and CCONJ catalyst-35973 522 11 black black ADJ catalyst-35973 522 12 studies study NOUN catalyst-35973 522 13 , , PUNCT catalyst-35973 522 14 her her PRON catalyst-35973 522 15 research research NOUN catalyst-35973 522 16 focuses focus VERB catalyst-35973 522 17 on on ADP catalyst-35973 522 18 machine machine NOUN catalyst-35973 522 19 learning learning NOUN catalyst-35973 522 20 , , PUNCT catalyst-35973 522 21 urban urban ADJ catalyst-35973 522 22 data datum NOUN catalyst-35973 522 23 , , PUNCT catalyst-35973 522 24 and and CCONJ catalyst-35973 522 25 civic civic ADJ catalyst-35973 522 26 engagement engagement NOUN catalyst-35973 522 27 . . PUNCT