Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

Scatter Lab Inc.

July 31, 2020
Tweet

More Decks by Scatter Lab Inc.

Other Decks in Research

Transcript

  1. 0WFSWJFX 0WFSWJFX  "$- #FTU1BQFS   .JDSPTPGU3FTFBSDI 6OJWPG8BTIJOHUPO 6OJWPG$BMJGPSOJB

    *SWJOF  $PEFIUUQTHJUIVCDPNNBSDPUDSDIFDLMJTU  ೠ઴ਃড ׮নೠ/-1ݽ؛ਸ4PGUXBSF5FTUJOHҙ੼ীࢲಣо೧ࠁ੗
  2. *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੤ 

  3. *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
  4. 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਑
  5. ઁ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
  6. ઁ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
  7. 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
  8. $PODMVTJPO ↟ /-1ݽ؛ਸ4PGUXBSF୊ۢಣо೧ঠೠ׮ ↟ Ӓۧ׮ݶޖ঺ਸ যڌѱಣо೧ঠೡө  ↟ ޖ঺ਸ-JOHVJTUJD$BQBCJMJUZ ↟

    যڌѱ6OJU5FTU .'5 1FSUVSCBUJPOT */7 %*3  ↟ ੉ܳذӝਤೠ.BTLFE-. दпച -FYJDPO١ਸઁҕ೤פ׮ ↟ $PEFIUUQTHJUIVCDPNNBSDPUDSDIFDLMJTU $PODMVTJPO