Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

A42dd3541cd40296dcd8a5e6b4a01bef?s=128

Scatter Lab Inc.

July 31, 2020
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  1. #FZPOE"DDVSBDZ#FIBWJPSBM5FTUJOHPG/-1 .PEFMTXJUI$)&$,-*45 ߅଻ള .-3FTFBSDI4DJFOUJTU 1JOHQPOH

  2. 0WFSWJFX 0WFSWJFX  "$- #FTU1BQFS   .JDSPTPGU3FTFBSDI 6OJWPG8BTIJOHUPO 6OJWPG$BMJGPSOJB

    *SWJOF  $PEFIUUQTHJUIVCDPNNBSDPUDSDIFDLMJTU  ೠ઴ਃড ׮নೠ/-1ݽ؛ਸ4PGUXBSF5FTUJOHҙ੼ীࢲಣо೧ࠁ੗
  3. ݾର ݾର  *OUSPEVDUJPO  $)&$,-*45  5FTUJOH405"XJUI$)&$,-*45  $PNNFSDJBM4ZTUFNBOE$)&$,-*45

     $PODMVTJPO
  4. *OUSPEVDUJPO *OUSPEVDUJPO

  5. *OUSPEVDUJPO (FOFSBMJ[BUJPOPG/-1NPEFMT ↟ ੌ߈ച (FOFSBMJ[BUJPO ח٩۞׬ݽ؛੉୶ҳ೧ঠೞחо੢௾ݾ಴઺ೞաੑפ׮ ↟ ݽ؛੉೟णೠؘ੉ఠࡺ݅ইפۄ ੉੹ীחೠߣبࠁ૑ঋ਷ؘ੉ఠ VOTFFOEBUB

    ীࢲبੜ೧ঠ೤פ׮ ↟ ݽ؛੄ੌ߈ചػࢿמਸࡅܰѱ౵ঈೞӝਤ೧ ੹୓ؘ੉ఠࣇਸള۲ಣоࣇਵ۽ҳ࠙ ↟ ୭Ӕীח)VNBOQFSGPNBODFܳڪযֈחݽ؛ٜب׮ࣻઓ੤ 

  6. *OUSPEVDUJPO (FOFSBMJ[BUJPOPG/-1NPEFMT ↟ ੌ߈ച (FOFSBMJ[BUJPO ח٩۞׬ݽ؛੉୶ҳ೧ঠೞחо੢௾ݾ಴઺ೞաੑפ׮ ↟ ݽ؛੉೟णೠؘ੉ఠࡺ݅ইפۄ ੉੹ীחೠߣبࠁ૑ঋ਷ؘ੉ఠ VOTFFOEBUB

    ীࢲبੜ೧ঠ೤פ׮ ↟ ݽ؛੄ੌ߈ചػࢿמਸࡅܰѱ౵ঈೞӝਤ೧ ੹୓ؘ੉ఠࣇਸള۲ಣоࣇਵ۽ҳ࠙ ↟ ୭Ӕীח)VNBOQFSGPNBODFܳڪযֈחݽ؛ٜب׮ࣻઓ੤ 
 ↟ ೞ૑݅ಣоؘ੉ఠীࢲੜೞחѪਵ۽୽࠙ೡө  ↟ ٩۞׬ݽ؛੉૓੿ਵ۽঱যܳ੉೧ೞӝࠁ׮ח 5BTLTQFDJGJDೞҊ%BUBTQFDJGJDೠಁఢਸ৻ਛӝٸޙীࢿמ੉֫׮ח૑੸بԲળ൤ઁӝؾפ׮ ↟ ٮۄࢲഅ੤୊ۢMFBEFSCPBSE੄֫਷Ҕਸೱೠোҳߑೱ਷ ੗ஞݽ؛੄מ۱ਸPWFSFTUJNBUFೡࣻب੓णפ׮ ↟ tղо݅ٚݽ؛੉SFBMXPSMEীࢲઁ؀۽ز੘ೞח૑ഛੋೞ۰ݶ যڌѱ೧ঠೡө u
  7. (PPHMF4FOUJNFOU"OBMZTJT"1*  *OUSPEVDUJPO

  8. (PPHMF4FOUJNFOU"OBMZTJT"1*  *OUSPEVDUJPO ↟ য়טݡ਷਺ध੉աࢁ૑ঋও׮ݶ੸যب/FVUSBM੉ա৬ঠೞ૑݅ ৈ੹൤/FHBUJWFੑפ׮

  9. (PPHMF4FOUJNFOU"OBMZTJT"1*  *OUSPEVDUJPO

  10. (PPHMF4FOUJNFOU"OBMZTJT"1*  *OUSPEVDUJPO ↟ /FVUSBMޙ੢੄/FHBUJPO਷/FVUSBM੉ৈঠೞ૑݅ ъೠ/FHBUJWFоա৳णפ׮

  11. 1SFWJPVT8PSL *OUSPEVDUJPO ↟ ੿ഛب৻੄׮নೠߑߨਵ۽ݽ؛੄מ۱ਸಣоೞחোҳоઓ੤೤פ׮ ↟ ੄ب੸ਵ۽য়ఋٜܳ݅যࢲݽ؛੄3PCVTUOFTTܳಣоೞӝ ↟ ޙ੢ਸQBSBQISBTJOH೧ࢲ׹੉߸ೞח૑ࠁӝ ↟ ౠ੿ݺࢎܳ஖ജ೧ࢲݽ؛੄'BJSOFTTܳಣоೞӝ

    tղҊೱ਷ೠҴ੉ঠu tղҊೱ਷ࣗ۲੉ঠu tղҊೱ਷ই೐ܻ஠ঠu  ↟ ӝઓোҳ੄ೠ҅ ↟ ؀ࠗ࠙੄োҳח2" TFOUJNFOUBOBMZTJT /-*١ѐ߹੸ੋUBTLܳ؀࢚ਵ۽ೣ ↟ ੐੄੄ݽ؛ী؀ೠನҚ੸ੋಣоо੉٘ۄੋ੉غӝয۰਑
  12. $)&$,-*45 $)&$,-*45

  13. ઁউೞחߑߨݽ؛ب4PGUXBSFܳ5FTUೞחѪ୊ۢಣо೧ࠁ੗ $)&$,-*45 ↟ 4PGUXBSF&OHJOFFSJOH࠙ঠ੄t#FIBWJPS5FTUJOHu BLB#MBDLCPY5FTUJOH җਬࢎೠߑߨਸઁউ೤פ׮

  14. ઁউೞחߑߨݽ؛ب4PGUXBSFܳ5FTUೞחѪ୊ۢಣо೧ࠁ੗ ↟ 4PGUXBSF&OHJOFFSJOH࠙ঠ੄t#FIBWJPS5FTUJOHu BLB#MBDLCPY5FTUJOH җਬࢎೠߑߨਸઁউ೤פ׮ ↟ ղࠗҳઑח੹ഃҊ۰ೞ૑ঋҊ ٯੑ۱୹۱݅о૑Ҋݽ؛੄מ۱ $BQBCJMJUZ ਸಣо೤פ׮

    8IBUUP5FTU  ↟ 5BTLীҙ҅হ੉ы୶যঠೞחৈ۞-JOHVJTUJD$BQBCJMJUZ FH /FHBUJPO /&3 ܳݽ؛੉ઁ؀۽ы୶Ҋ੓ח૑ಣо೤פ׮ $)&$,-*45
  15. ઁউೞחߑߨݽ؛ب4PGUXBSFܳ5FTUೞחѪ୊ۢಣо೧ࠁ੗ ↟ 4PGUXBSF&OHJOFFSJOH࠙ঠ੄t#FIBWJPS5FTUJOHu BLB#MBDLCPY5FTUJOH җਬࢎೠߑߨਸઁউ೤פ׮ ↟ ղࠗҳઑח੹ഃҊ۰ೞ૑ঋҊ ٯੑ۱୹۱݅о૑Ҋݽ؛੄מ۱ $BQBCJMJUZ ਸಣо೤פ׮

    8IBUUP5FTU  ↟ 5BTLীҙ҅হ੉ы୶যঠೞחৈ۞-JOHVJTUJD$BQBCJMJUZ FH /FHBUJPO /&3 ܳݽ؛੉ઁ؀۽ы୶Ҋ੓ח૑ಣо೤פ׮ ↟ ೞա੄$BQBCJMJUZоGBJMVSF೮ਸٸ ੉ܳTQFDJGJDCFIBWJPS۽ա־ӝਤ೧ѐ੄5FTU5ZQFਸبੑ೤פ׮ )PXUP5FTU  ↟ .JOJNVN'VODUJPOBMJUZ5FTU .'5 ݽ؛୹۱੉৘࢚чҗزੌೠ૑ 6OJU5FTU  ↟ *OWBSJBODF5FTU */7 ݽ؛ੑ۱੉߄Շযب୹۱੉੉੹җزੌೠ૑ 1FSUVSCBUJPO5FTU  ↟ %JSFDUJPOBM&YQFDUBUJPO5FTU %&5 ݽ؛ੑ۱ਸ߄Բݶ୹۱੉৘࢚чҗزੌೠ૑ 1FSUVSCBUJPO5FTU  $)&$,-*45
  16. ઁউೞחߑߨݽ؛ب4PGUXBSFܳ5FTUೞחѪ୊ۢಣо೧ࠁ੗ ↟ 4PGUXBSF&OHJOFFSJOH࠙ঠ੄t#FIBWJPS5FTUJOHu BLB#MBDLCPY5FTUJOH җਬࢎೠߑߨਸઁউ೤פ׮ ↟ ղࠗҳઑח੹ഃҊ۰ೞ૑ঋҊ ٯੑ۱୹۱݅о૑Ҋݽ؛੄מ۱ $BQBCJMJUZ ਸಣо೤פ׮

    8IBUUP5FTU  ↟ 5BTLীҙ҅হ੉ы୶যঠೞחৈ۞-JOHVJTUJD$BQBCJMJUZ FH /FHBUJPO /&3 ܳݽ؛੉ઁ؀۽ы୶Ҋ੓ח૑ಣо೤פ׮ ↟ ೞա੄$BQBCJMJUZоGBJMVSF೮ਸٸ ੉ܳTQFDJGJDCFIBWJPS۽ա־ӝਤ೧ѐ੄5FTU5ZQFਸبੑ೤פ׮ )PXUP5FTU  ↟ .JOJNVN'VODUJPOBMJUZ5FTU .'5 ݽ؛୹۱੉৘࢚чҗزੌೠ૑ 6OJU5FTU  ↟ *OWBSJBODF5FTU */7 ݽ؛ੑ۱੉߄Շযب୹۱੉੉੹җزੌೠ૑ 1FSUVSCBUJPO5FTU  ↟ %JSFDUJPOBM&YQFDUBUJPO5FTU %&5 ݽ؛ੑ۱ਸ߄Բݶ୹۱੉৘࢚чҗزੌೠ૑ 1FSUVSCBUJPO5FTU  ↟ ݆਷పझ౟௏٘ܳࡅܰѱ݅٘חѪਸذӝਤ೧UFNQMBUF MFYJDPO QFSUVSCBUJPO WJTVBMJ[BUJPO .BTLFE-.١੄5PPMਸઁҕ೤פ׮ $)&$,-*45
  17. &YBNQMF ↟ ಣоೞח$BQBCJMJUZ/&("5*0/ ↟ 5FTU5ZQF.'5 ୹۱੉৘࢚җزੌೠ૑  $)&$,-*45

  18. &YBNQMF ↟ ಣоೞח$BQBCJMJUZ/&3 ↟ 5FTU5ZQF*/7 ੑ۱੉׳ۄઉب୹۱੉زੌೠ૑  $)&$,-*45

  19. &YBNQMF ↟ ಣоೞח$BQBCJMJUZ7PDBCVMBSZ ↟ 5FTU5ZQF%*3 ੑ۱੉׳ۄ૕ٸ୹۱੉৘࢚җزੌೠ૑  $)&$,-*45

  20. &YBNQMF $)&$,-*45 ↟ ੉৬э਷పझ౟о՘աݶ ਤ੄಴୊ۢݽ؛੉ы୸঱য೟੸מ۱ਸಣоೡࣻ੓णפ׮

  21. 6TBHF&YBNQMFమ೒݁࠼஢ਸࣚਵ۽଻ਕࢲపझ౟ா੉झٜܳ݅ӝ $)&$,-*45

  22. 6TBHF&YBNQMFమ೒݁࠼஢ਸ-FYJDPOਵ۽଻ਕࢲపझ౟ா੉झٜܳ݅ӝ $)&$,-*45

  23. 6TBHF&YBNQMFమ೒݁࠼஢ਸ#&35੄.BTLFE-.ਵ۽଻ਕࢲపझ౟ா੉झٜܳ݅ӝ $)&$,-*45

  24. 6TBHF&YBNQMFమ೒݁࠼஢ਸ#&35੄.BTLFE-.ਵ۽଻ਕࢲపझ౟ா੉झٜܳ݅ӝ $)&$,-*45

  25. 5FTUJOH405"XJUI$)&$,-*45 5FTUJOH405"XJUI$)&$,-*45

  26. 405"ݽ؛ٜਸಣо೧ࠁ੗ 5FTUJOH405"XJUI$)&$,-*45 ↟ Ӕؘࢎपখ੄5BTL݅ࠁݶ ޙઁоցޖएਕࠁੌࣻب੓णפ׮ ↟ ѐ5BTLী؀೧૓೯೤פ׮ ↟ 4FOUJNFOU"OBMZTJT ↟

    %VQMJDBUFE2VFTUJPO%FUFDUJPO ↟ 3FBEJOH$PNQSFIFOTJPO ↟ ৈ۞ݽ؛ٜਸ؀࢚ਵ۽೤פ׮ ↟ $PNNFSDJBMNPEFMT(PPHMF .4 "NB[PO ↟ 405"NPEFMT#&35 3P#&35B
  27. 4FOUJNFOU"OBMZTJT 5FTUJOH405"XJUI$)&$,-*45 ↟ /FVUSBM8PSEܳ߄Ծ਺ীب4FOUJNFOUѾҗо߄Շ঻णפ׮

  28. 4FOUJNFOU"OBMZTJT 5FTUJOH405"XJUI$)&$,-*45 ↟ ࢎѤ੄ࢲࣽਸ߈৔ೞ૑ޅೣਸঌࣻ੓णפ׮

  29. 4FOUJNFOU"OBMZTJT 5FTUJOH405"XJUI$)&$,-*45 ↟ ױࣽೠࠗ੿ޙীبपಁೠѾҗо݆णפ׮

  30. 4FOUJNFOU"OBMZTJT 5FTUJOH405"XJUI$)&$,-*45 ↟ খ੄ޙ੢ਸߣࠂೞחޙ੢੉ࠢਵݶ৘ஏѾҗо߄Շযঠೞ૑݅ Ӓ۞૑ޅ೤פ׮

  31. %VQMJDBUFE2VFTUJPO%FUFDUJPO 5FTUJOH405"XJUI$)&$,-*45

  32. %VQMJDBUFE2VFTUJPO%FUFDUJPO 5FTUJOH405"XJUI$)&$,-*45 ↟ Ѿҗ৘ஏীҙ҅হחݺࢎо஖ജغݶѾҗо߄Շযߡ݀פ׮

  33. 3FBEJOH$PNQSFIFOTJPO 5FTUJOH405"XJUI$)&$,-*45 ↟ IBNTUFSWFIJDMF੉ۄחҙ҅ܳ౵ঈೞ૑ޅ೤פ׮

  34. 3FBEJOH$PNQSFIFOTJPO 5FTUJOH405"XJUI$)&$,-*45 ↟ য়ఋ١੄QFSUVSCBUJPOী޹хೞѱ߈਽೤פ׮

  35. $PNNFSDJBM4ZTUFNBOE $)&$,-*45 $PNNFSDJBM4ZTUFNBOE$)&$,-*45

  36. $PNNFSDJBM4ZTUFNBOE$)&$,-*45 ↟ খীࢲࠅࣻ੓٠ ௾*5ӝস੄ࢲ࠺झա405"ݽ؛੉ۄبষ୒݆਷ߡӒоߊѼغ঻णפ׮ ↟ Ӓۢ$)&$,-*45оߡӒܳ଺חؘ঴݃աب਑੉ؼࣻ੓ਸө 

  37. $PNNFSDJBM4ZTUFNBOE$)&$,-*45 6TFSTUVEZ#&35۽݅ٚ%21ܳदрزউಣо೧ࠁ੗ ↟ ೠ઴ਃড $)&$,-*45о੓ਵݶ؊݆਷పझ౟ா੉झٜܳ݅Ҋ ؊݆਷ߡӒܳ଺ওणפ׮ $BQBCJMJUZ$BQBCJMJUZ 5FNQMBUF

  38. $PODMVTJPO $PODMVTJPO

  39. $PODMVTJPO ↟ /-1ݽ؛ਸ4PGUXBSF୊ۢಣо೧ঠೠ׮ ↟ Ӓۧ׮ݶޖ঺ਸ যڌѱಣо೧ঠೡө  ↟ ޖ঺ਸ-JOHVJTUJD$BQBCJMJUZ ↟

    যڌѱ6OJU5FTU .'5 1FSUVSCBUJPOT */7 %*3  ↟ ੉ܳذӝਤೠ.BTLFE-. दпച -FYJDPO١ਸઁҕ೤פ׮ ↟ $PEFIUUQTHJUIVCDPNNBSDPUDSDIFDLMJTU $PODMVTJPO
  40. хࢎ೤פ׮✌ ୶о૕ޙژחҾӘೠ੼੉੓׮ݶ঱ઁٚইېোۅ୊۽োۅ઱ࣁਃ ߅଻ള .-3FTFBSDI4DJFOUJTU 1JOHQPOH  &NBJMDIBFIVO!TDBUUFSMBCDPLS