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Available tasks

The following tables gives you an overview of the tasks in MTEB.

Name Languages Type Category Domains # Samples Avg. Length (Char.)
AFQMC ['cmn'] STS s2s
AILACasedocs ['eng'] Retrieval p2p [Legal]
AILAStatutes ['eng'] Retrieval p2p [Legal]
AJGT (Alomari et al., 2017) ['ara'] Classification s2s [Social] {'train': 1800} {'train': 46.81}
ATEC ['cmn'] STS s2s
AfriSentiLangClassification ['amh', 'arq', 'ary', 'hau', 'ibo', 'kin', 'pcm', 'por', 'swa', 'tso', 'twi', 'yor'] Classification s2s [Social] {'test': 5754} {'test': 77.84}
AllegroReviews ['pol'] Classification s2s {'test': 1006} {'test': 477.2}
AlloProfClusteringP2P ['fra'] Clustering p2p
AlloProfClusteringS2S ['fra'] Clustering s2s
AlloprofReranking ['fra'] Reranking s2s
AlloprofRetrieval ['fra'] Retrieval s2p
AmazonCounterfactualClassification ['deu', 'eng', 'jpn'] Classification s2s {'validation': 335, 'test': 670} {'validation': 109.2, 'test': 106.1}
AmazonPolarityClassification ['eng'] Classification s2s {'test': 400000} {'test': 431.4}
AmazonReviewsClassification ['cmn', 'deu', 'eng', 'fra', 'jpn', 'spa'] Classification s2s {'validation': 30000, 'test': 30000} {'validation': 159.2, 'test': 160.4}
AngryTweetsClassification (Pauli et al., 2021) ['dan'] Classification s2s [Social] {'test': 1050} {'test': 156.1}
ArguAna ['eng'] Retrieval s2p
ArguAna-PL ['pol'] Retrieval s2p
ArmenianParaphrasePC (Arthur Malajyan, 2020) ['hye'] PairClassification s2s [News] {'train': 4023, 'test': 1470} {'train': 243.81, 'test': 241.37}
ArxivClassification (He et al., 2019) ['eng'] Classification s2s [Academic] {'test': 2048}
ArxivClusteringP2P.v3 ['eng'] Clustering p2p [Academic] {'test': 250000} {'test': 1009.98}
ArxivClusteringS2S ['eng'] Clustering s2s {'test': 732723} {'test': 74.0}
AskUbuntuDupQuestions ['eng'] Reranking s2s {'test': 2255} {'test': 52.5}
BIOSSES ['eng'] STS s2s
BQ ['cmn'] STS s2s
BSARDRetrieval ['fra'] Retrieval s2p
BUCC ['cmn', 'deu', 'eng', 'fra', 'rus'] BitextMining s2s {'test': 641684} {'test': 101.3}
Banking77Classification ['eng'] Classification s2s {'test': 3080} {'test': 54.2}
BengaliDocumentClassification ['ben'] Classification s2s [News] {'test': 2048} {'test': 1658.1}
BengaliHateSpeechClassification (Karim et al., 2020) ['ben'] Classification s2s [News] {'train': 3418} {'train': 103.42}
BengaliSentimentAnalysis (Sazzed et al., 2020) ['ben'] Classification s2s [Reviews] {'train': 11807} {'train': 69.66}
BibleNLPBitextMining (Akerman et al., 2023) ['aai', 'aak', 'aau', 'aaz', 'abt', 'abx', 'aby', 'acf', 'acr', 'acu', 'adz', 'aer', 'aey', 'agd', 'agg', 'agm', 'agn', 'agr', 'agt', 'agu', 'aia', 'aii', 'aka', 'ake', 'alp', 'alq', 'als', 'aly', 'ame', 'amf', 'amk', 'amm', 'amn', 'amo', 'amp', 'amr', 'amu', 'amx', 'anh', 'anv', 'aoi', 'aoj', 'aom', 'aon', 'apb', 'ape', 'apn', 'apr', 'apu', 'apw', 'apz', 'arb', 'are', 'arl', 'arn', 'arp', 'asm', 'aso', 'ata', 'atb', 'atd', 'atg', 'att', 'auc', 'aui', 'auy', 'avt', 'awb', 'awk', 'awx', 'azb', 'azg', 'azz', 'bao', 'bba', 'bbb', 'bbr', 'bch', 'bco', 'bdd', 'bea', 'bef', 'bel', 'ben', 'beo', 'beu', 'bgs', 'bgt', 'bhg', 'bhl', 'big', 'bjk', 'bjp', 'bjr', 'bjv', 'bjz', 'bkd', 'bki', 'bkq', 'bkx', 'blw', 'blz', 'bmh', 'bmk', 'bmr', 'bmu', 'bnp', 'boa', 'boj', 'bon', 'box', 'bpr', 'bps', 'bqc', 'bqp', 'bre', 'bsj', 'bsn', 'bsp', 'bss', 'buk', 'bus', 'bvd', 'bvr', 'bxh', 'byr', 'byx', 'bzd', 'bzh', 'bzj', 'caa', 'cab', 'cac', 'caf', 'cak', 'cao', 'cap', 'car', 'cav', 'cax', 'cbc', 'cbi', 'cbk', 'cbr', 'cbs', 'cbt', 'cbu', 'cbv', 'cco', 'ceb', 'cek', 'ces', 'cgc', 'cha', 'chd', 'chf', 'chk', 'chq', 'chz', 'cjo', 'cjv', 'ckb', 'cle', 'clu', 'cme', 'cmn', 'cni', 'cnl', 'cnt', 'cof', 'con', 'cop', 'cot', 'cpa', 'cpb', 'cpc', 'cpu', 'cpy', 'crn', 'crx', 'cso', 'csy', 'cta', 'cth', 'ctp', 'ctu', 'cub', 'cuc', 'cui', 'cuk', 'cut', 'cux', 'cwe', 'cya', 'daa', 'dad', 'dah', 'dan', 'ded', 'deu', 'dgc', 'dgr', 'dgz', 'dhg', 'dif', 'dik', 'dji', 'djk', 'djr', 'dob', 'dop', 'dov', 'dwr', 'dww', 'dwy', 'ebk', 'eko', 'emi', 'emp', 'eng', 'enq', 'epo', 'eri', 'ese', 'esk', 'etr', 'ewe', 'faa', 'fai', 'far', 'ffm', 'for', 'fra', 'fue', 'fuf', 'fuh', 'gah', 'gai', 'gam', 'gaw', 'gdn', 'gdr', 'geb', 'gfk', 'ghs', 'glk', 'gmv', 'gng', 'gnn', 'gnw', 'gof', 'grc', 'gub', 'guh', 'gui', 'guj', 'gul', 'gum', 'gun', 'guo', 'gup', 'gux', 'gvc', 'gvf', 'gvn', 'gvs', 'gwi', 'gym', 'gyr', 'hat', 'hau', 'haw', 'hbo', 'hch', 'heb', 'heg', 'hin', 'hix', 'hla', 'hlt', 'hmo', 'hns', 'hop', 'hot', 'hrv', 'hto', 'hub', 'hui', 'hun', 'hus', 'huu', 'huv', 'hvn', 'ian', 'ign', 'ikk', 'ikw', 'ilo', 'imo', 'inb', 'ind', 'ino', 'iou', 'ipi', 'isn', 'ita', 'iws', 'ixl', 'jac', 'jae', 'jao', 'jic', 'jid', 'jiv', 'jni', 'jpn', 'jvn', 'kan', 'kaq', 'kbc', 'kbh', 'kbm', 'kbq', 'kdc', 'kde', 'kdl', 'kek', 'ken', 'kew', 'kgf', 'kgk', 'kgp', 'khs', 'khz', 'kik', 'kiw', 'kiz', 'kje', 'kjs', 'kkc', 'kkl', 'klt', 'klv', 'kmg', 'kmh', 'kmk', 'kmo', 'kms', 'kmu', 'kne', 'knf', 'knj', 'knv', 'kos', 'kpf', 'kpg', 'kpj', 'kpr', 'kpw', 'kpx', 'kqa', 'kqc', 'kqf', 'kql', 'kqw', 'ksd', 'ksj', 'ksr', 'ktm', 'kto', 'kud', 'kue', 'kup', 'kvg', 'kvn', 'kwd', 'kwf', 'kwi', 'kwj', 'kyc', 'kyf', 'kyg', 'kyq', 'kyz', 'kze', 'lac', 'lat', 'lbb', 'lbk', 'lcm', 'leu', 'lex', 'lgl', 'lid', 'lif', 'lin', 'lit', 'llg', 'lug', 'luo', 'lww', 'maa', 'maj', 'mal', 'mam', 'maq', 'mar', 'mau', 'mav', 'maz', 'mbb', 'mbc', 'mbh', 'mbj', 'mbl', 'mbs', 'mbt', 'mca', 'mcb', 'mcd', 'mcf', 'mco', 'mcp', 'mcq', 'mcr', 'mdy', 'med', 'mee', 'mek', 'meq', 'met', 'meu', 'mgc', 'mgh', 'mgw', 'mhl', 'mib', 'mic', 'mie', 'mig', 'mih', 'mil', 'mio', 'mir', 'mit', 'miz', 'mjc', 'mkj', 'mkl', 'mkn', 'mks', 'mle', 'mlh', 'mlp', 'mmo', 'mmx', 'mna', 'mop', 'mox', 'mph', 'mpj', 'mpm', 'mpp', 'mps', 'mpt', 'mpx', 'mqb', 'mqj', 'msb', 'msc', 'msk', 'msm', 'msy', 'mti', 'mto', 'mux', 'muy', 'mva', 'mvn', 'mwc', 'mwe', 'mwf', 'mwp', 'mxb', 'mxp', 'mxq', 'mxt', 'mya', 'myk', 'myu', 'myw', 'myy', 'mzz', 'nab', 'naf', 'nak', 'nas', 'nbq', 'nca', 'nch', 'ncj', 'ncl', 'ncu', 'ndg', 'ndj', 'nfa', 'ngp', 'ngu', 'nhe', 'nhg', 'nhi', 'nho', 'nhr', 'nhu', 'nhw', 'nhy', 'nif', 'nii', 'nin', 'nko', 'nld', 'nlg', 'nna', 'nnq', 'noa', 'nop', 'not', 'nou', 'npi', 'npl', 'nsn', 'nss', 'ntj', 'ntp', 'ntu', 'nuy', 'nvm', 'nwi', 'nya', 'nys', 'nyu', 'obo', 'okv', 'omw', 'ong', 'ons', 'ood', 'opm', 'ory', 'ote', 'otm', 'otn', 'otq', 'ots', 'pab', 'pad', 'pah', 'pan', 'pao', 'pes', 'pib', 'pio', 'pir', 'piu', 'pjt', 'pls', 'plu', 'pma', 'poe', 'poh', 'poi', 'pol', 'pon', 'por', 'poy', 'ppo', 'prf', 'pri', 'ptp', 'ptu', 'pwg', 'qub', 'quc', 'quf', 'quh', 'qul', 'qup', 'qvc', 'qve', 'qvh', 'qvm', 'qvn', 'qvs', 'qvw', 'qvz', 'qwh', 'qxh', 'qxn', 'qxo', 'rai', 'reg', 'rgu', 'rkb', 'rmc', 'rmy', 'ron', 'roo', 'rop', 'row', 'rro', 'ruf', 'rug', 'rus', 'rwo', 'sab', 'san', 'sbe', 'sbk', 'sbs', 'seh', 'sey', 'sgb', 'sgz', 'shj', 'shp', 'sim', 'sja', 'sll', 'smk', 'snc', 'snn', 'snp', 'snx', 'sny', 'som', 'soq', 'soy', 'spa', 'spl', 'spm', 'spp', 'sps', 'spy', 'sri', 'srm', 'srn', 'srp', 'srq', 'ssd', 'ssg', 'ssx', 'stp', 'sua', 'sue', 'sus', 'suz', 'swe', 'swh', 'swp', 'sxb', 'tac', 'taj', 'tam', 'tav', 'taw', 'tbc', 'tbf', 'tbg', 'tbo', 'tbz', 'tca', 'tcs', 'tcz', 'tdt', 'tee', 'tel', 'ter', 'tet', 'tew', 'tfr', 'tgk', 'tgl', 'tgo', 'tgp', 'tha', 'tif', 'tim', 'tiw', 'tiy', 'tke', 'tku', 'tlf', 'tmd', 'tna', 'tnc', 'tnk', 'tnn', 'tnp', 'toc', 'tod', 'tof', 'toj', 'ton', 'too', 'top', 'tos', 'tpa', 'tpi', 'tpt', 'tpz', 'trc', 'tsw', 'ttc', 'tte', 'tuc', 'tue', 'tuf', 'tuo', 'tur', 'tvk', 'twi', 'txq', 'txu', 'tzj', 'tzo', 'ubr', 'ubu', 'udu', 'uig', 'ukr', 'uli', 'ulk', 'upv', 'ura', 'urb', 'urd', 'uri', 'urt', 'urw', 'usa', 'usp', 'uvh', 'uvl', 'vid', 'vie', 'viv', 'vmy', 'waj', 'wal', 'wap', 'wat', 'wbi', 'wbp', 'wed', 'wer', 'wim', 'wiu', 'wiv', 'wmt', 'wmw', 'wnc', 'wnu', 'wol', 'wos', 'wrk', 'wro', 'wrs', 'wsk', 'wuv', 'xav', 'xbi', 'xed', 'xla', 'xnn', 'xon', 'xsi', 'xtd', 'xtm', 'yaa', 'yad', 'yal', 'yap', 'yaq', 'yby', 'ycn', 'yka', 'yle', 'yml', 'yon', 'yor', 'yrb', 'yre', 'yss', 'yuj', 'yut', 'yuw', 'yva', 'zaa', 'zab', 'zac', 'zad', 'zai', 'zaj', 'zam', 'zao', 'zap', 'zar', 'zas', 'zat', 'zav', 'zaw', 'zca', 'zga', 'zia', 'ziw', 'zlm', 'zos', 'zpc', 'zpl', 'zpm', 'zpo', 'zpq', 'zpu', 'zpv', 'zpz', 'zsr', 'ztq', 'zty', 'zyp'] BitextMining s2s [Religious] {'train': 256} {'train': 120.0}
BigPatentClustering ['eng'] Clustering s2s
BiorxivClusteringP2P ['eng'] Clustering p2p {'test': 75000} {'test': 1666.2}
BiorxivClusteringS2S ['eng'] Clustering s2s {'test': 75000} {'test': 101.6}
BlurbsClusteringP2P.v2 (Steffen Remus, 2019) ['deu'] Clustering p2p [Fiction] {'test': 50268} {'test': 664.09}
BlurbsClusteringS2S.v2 (Steffen Remus, 2019) ['deu'] Clustering s2s [Fiction] {'test': 50268} {'test': 23.02}
BornholmBitextMining ['dan'] BitextMining s2s [Web, Social, Fiction] {'test': 500} {'test': 89.7}
BulgarianStoreReviewSentimentClassfication (Georgieva-Trifonova et al., 2018) ['bul'] Classification s2s [Reviews] {'test': 182} {'test': 316.7}
CBD ['pol'] Classification s2s {'test': 1000} {'test': 93.2}
CDSC-E ['pol'] PairClassification s2s
CDSC-R ['pol'] STS s2s
CLSClusteringP2P ['cmn'] Clustering p2p
CLSClusteringS2S ['cmn'] Clustering s2s
CMedQAv1-reranking ['cmn'] Reranking s2s
CMedQAv2-reranking ['cmn'] Reranking s2s
CQADupstackAndroidRetrieval ['eng'] Retrieval s2p
CQADupstackEnglishRetrieval ['eng'] Retrieval s2p
CQADupstackGamingRetrieval ['eng'] Retrieval s2p
CQADupstackGisRetrieval ['eng'] Retrieval s2p
CQADupstackMathematicaRetrieval ['eng'] Retrieval s2p
CQADupstackPhysicsRetrieval ['eng'] Retrieval s2p
CQADupstackProgrammersRetrieval ['eng'] Retrieval s2p
CQADupstackStatsRetrieval ['eng'] Retrieval s2p
CQADupstackTexRetrieval ['eng'] Retrieval s2p
CQADupstackUnixRetrieval ['eng'] Retrieval s2p
CQADupstackWebmastersRetrieval ['eng'] Retrieval s2p
CQADupstackWordpressRetrieval ['eng'] Retrieval s2p
CUADAffiliateLicenseLicenseeLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 198} {'test': 484.11}
CUADAffiliateLicenseLicensorLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 88} {'test': 633.4}
CUADAntiAssignmentLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1172} {'test': 340.81}
CUADAuditRightsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1216} {'test': 337.14}
CUADCapOnLiabilityLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1246} {'test': 375.74}
CUADChangeOfControlLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 416} {'test': 391.96}
CUADCompetitiveRestrictionExceptionLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 220} {'test': 433.04}
CUADCovenantNotToSueLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 308} {'test': 402.97}
CUADEffectiveDateLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 236} {'test': 277.62}
CUADExclusivityLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 762} {'test': 369.17}
CUADExpirationDateLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 876} {'test': 309.27}
CUADGoverningLawLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 876} {'test': 289.87}
CUADIPOwnershipAssignmentLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 576} {'test': 414.0}
CUADInsuranceLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1030} {'test': 365.54}
CUADIrrevocableOrPerpetualLicenseLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 280} {'test': 473.4}
CUADJointIPOwnershipLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 192} {'test': 374.17}
CUADLicenseGrantLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1396} {'test': 409.89}
CUADLiquidatedDamagesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 220} {'test': 351.76}
CUADMinimumCommitmentLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 772} {'test': 364.16}
CUADMostFavoredNationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 64} {'test': 418.75}
CUADNoSolicitOfCustomersLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 84} {'test': 392.89}
CUADNoSolicitOfEmployeesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 142} {'test': 417.94}
CUADNonCompeteLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 442} {'test': 383.2}
CUADNonDisparagementLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 100} {'test': 403.08}
CUADNonTransferableLicenseLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 542} {'test': 399.16}
CUADNoticePeriodToTerminateRenewalLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 222} {'test': 354.85}
CUADPostTerminationServicesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 808} {'test': 422.53}
CUADPriceRestrictionsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 46} {'test': 324.71}
CUADRenewalTermLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 386} {'test': 340.87}
CUADRevenueProfitSharingLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 774} {'test': 371.55}
CUADRofrRofoRofnLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 690} {'test': 395.46}
CUADSourceCodeEscrowLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 118} {'test': 399.18}
CUADTerminationForConvenienceLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 430} {'test': 326.3}
CUADThirdPartyBeneficiaryLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 68} {'test': 261.04}
CUADUncappedLiabilityLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 294} {'test': 441.04}
CUADUnlimitedAllYouCanEatLicenseLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 48} {'test': 368.08}
CUADVolumeRestrictionLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 322} {'test': 306.27}
CUADWarrantyDurationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 320} {'test': 352.27}
CanadaTaxCourtOutcomesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 244} {'test': 622.6}
ClimateFEVER ['eng'] Retrieval s2p
CmedqaRetrieval ['cmn'] Retrieval s2p
Cmnli ['cmn'] PairClassification s2s
CodeEditSearchRetrieval (Niklas Muennighoff, 2023) ['c', 'c++', 'go', 'java', 'javascript', 'php', 'python', 'ruby', 'rust', 'scala', 'shell', 'swift', 'typescript'] Retrieval p2p [Programming] {'train': 13000} {'train': 553.5}
CodeSearchNetRetrieval (Husain et al., 2019) ['go', 'java', 'javascript', 'php', 'python', 'ruby'] Retrieval p2p [Programming] {'test': 1000} {'test': 1196.4609}
ContractNLIConfidentialityOfAgreementLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 82} {'test': 473.17}
ContractNLIExplicitIdentificationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 109} {'test': 506.12}
ContractNLIInclusionOfVerballyConveyedInformationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 139} {'test': 525.75}
ContractNLILimitedUseLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 208} {'test': 407.51}
ContractNLINoLicensingLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 162} {'test': 419.42}
ContractNLINoticeOnCompelledDisclosureLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 142} {'test': 503.45}
ContractNLIPermissibleAcquirementOfSimilarInformationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 178} {'test': 427.4}
ContractNLIPermissibleCopyLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 87} {'test': 386.84}
ContractNLIPermissibleDevelopmentOfSimilarInformationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 136} {'test': 396.4}
ContractNLIPermissiblePostAgreementPossessionLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 111} {'test': 529.09}
ContractNLIReturnOfConfidentialInformationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 66} {'test': 478.29}
ContractNLISharingWithEmployeesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 170} {'test': 548.63}
ContractNLISharingWithThirdPartiesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 180} {'test': 517.29}
ContractNLISurvivalOfObligationsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 157} {'test': 417.64}
Core17InstructionRetrieval (Orion Weller, 2024) ['eng'] InstructionRetrieval s2p [News] {'eng': 39838} {'eng': 2768.749235474006}
CorporateLobbyingLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 490} {'test': 6039.85}
CovidRetrieval ['cmn'] Retrieval s2p
CrossLingualSemanticDiscriminationWMT19 ['deu', 'fra'] Retrieval s2s [News] {'test': 2946} {'test': 161.0}
CrossLingualSemanticDiscriminationWMT21 ['deu', 'fra'] Retrieval s2s [News] {'test': 1786} {'test': 159.0}
CzechSubjectivityClassification ['ces'] Classification s2s [Reviews] {'validation': 500, 'test': 2000} {'validation': 108.2, 'test': 108.3}
DBPedia ['eng'] Retrieval s2p
DBPedia-PL ['pol'] Retrieval s2p
DBpediaClassification (Zhang et al., 2015) ['eng'] Classification s2s [Encyclopaedic] {'test': 70000} {'test': 281.4}
DKHateClassification ['dan'] Classification s2s [Social] {'test': 329} {'test': 104.0}
DalajClassification ['swe'] Classification s2s [Non-fiction] {'test': 444} {'test': 243.8}
DanFEVER ['dan'] Retrieval p2p [Encyclopaedic, Non-fiction] {'train': 8897} {'train': 124.84}
DanishPoliticalCommentsClassification ['dan'] Classification s2s {'train': 9010} {'train': 69.9}
DefinitionClassificationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 1337} {'test': 253.72}
DiaBlaBitextMining ['eng', 'fra'] BitextMining s2s
Diversity1LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 103.21}
Diversity2LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 0.0}
Diversity3LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 135.46}
Diversity4LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 144.52}
Diversity5LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 174.77}
Diversity6LegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 300} {'test': 301.01}
DuRetrieval ['cmn'] Retrieval s2p
DutchBookReviewSentimentClassification (Benjamin et al., 2019) ['nld'] Classification s2s [Reviews] {'test': 2224} {'test': 1443.0}
EcomRetrieval ['cmn'] Retrieval s2p
EightTagsClustering ['pol'] Clustering s2s
EmotionClassification ['eng'] Classification s2s {'validation': 2000, 'test': 2000} {'validation': 95.3, 'test': 95.6}
EstQA ['est'] Retrieval s2p [Encyclopaedic] {'test': 603} {'test': 772.5331950207469}
EstonianValenceClassification ['est'] Classification s2s [News] {'train': 3270, 'test': 818} {'train': 226.70642201834863, 'test': 231.5085574572127}
FEVER ['eng'] Retrieval s2p
FQuADRetrieval ['fra'] Retrieval s2p [Encyclopaedic] {'test': 400, 'validation': 100} {'test': 937.0, 'validation': 930.0}
FalseFriendsGermanEnglish ['deu'] PairClassification s2s {'test': 1524} {'test': 40.3}
FaroeseSTS ['fao'] STS s2s [News, Web] {'train': 729} {'train': 43.6}
FiQA-PL ['pol'] Retrieval s2p
FiQA2018 ['eng'] Retrieval s2p
FilipinoHateSpeechClassification (Neil Vicente Cabasag et al., 2019) ['fil'] Classification s2s [Social] {'validation': 2048, 'test': 2048} {'validation': 88.1, 'test': 87.4}
FilipinoShopeeReviewsClassification ['fil'] Classification s2s [Social] {'validation': 2250, 'test': 2250} {'validation': 143.8, 'test': 145.1}
FinParaSTS ['fin'] STS s2s [News, Subtitles] {'test': 1000, 'validation': 1000} {'test': 59.0, 'validation': 58.8}
FinToxicityClassification ['fin'] Classification s2s [News] {'train': 2048, 'test': 2048} {'train': 432.63, 'test': 401.03}
FinancialPhrasebankClassification (P. Malo, 2014) ['eng'] Classification s2s [News] {'train': 4840} {'train': 121.96}
FloresBitextMining ['ace', 'acm', 'acq', 'aeb', 'afr', 'ajp', 'aka', 'als', 'amh', 'apc', 'arb', 'ars', 'ary', 'arz', 'asm', 'ast', 'awa', 'ayr', 'azb', 'azj', 'bak', 'bam', 'ban', 'bel', 'bem', 'ben', 'bho', 'bjn', 'bod', 'bos', 'bug', 'bul', 'cat', 'ceb', 'ces', 'cjk', 'ckb', 'crh', 'cym', 'dan', 'deu', 'dik', 'dyu', 'dzo', 'ell', 'eng', 'epo', 'est', 'eus', 'ewe', 'fao', 'fij', 'fin', 'fon', 'fra', 'fur', 'fuv', 'gaz', 'gla', 'gle', 'glg', 'grn', 'guj', 'hat', 'hau', 'heb', 'hin', 'hne', 'hrv', 'hun', 'hye', 'ibo', 'ilo', 'ind', 'isl', 'ita', 'jav', 'jpn', 'kab', 'kac', 'kam', 'kan', 'kas', 'kat', 'kaz', 'kbp', 'kea', 'khk', 'khm', 'kik', 'kin', 'kir', 'kmb', 'kmr', 'knc', 'kon', 'kor', 'lao', 'lij', 'lim', 'lin', 'lit', 'lmo', 'ltg', 'ltz', 'lua', 'lug', 'luo', 'lus', 'lvs', 'mag', 'mai', 'mal', 'mar', 'min', 'mkd', 'mlt', 'mni', 'mos', 'mri', 'mya', 'nld', 'nno', 'nob', 'npi', 'nso', 'nus', 'nya', 'oci', 'ory', 'pag', 'pan', 'pap', 'pbt', 'pes', 'plt', 'pol', 'por', 'prs', 'quy', 'ron', 'run', 'rus', 'sag', 'san', 'sat', 'scn', 'shn', 'sin', 'slk', 'slv', 'smo', 'sna', 'snd', 'som', 'sot', 'spa', 'srd', 'srp', 'ssw', 'sun', 'swe', 'swh', 'szl', 'tam', 'taq', 'tat', 'tel', 'tgk', 'tgl', 'tha', 'tir', 'tpi', 'tsn', 'tso', 'tuk', 'tum', 'tur', 'twi', 'tzm', 'uig', 'ukr', 'umb', 'urd', 'uzn', 'vec', 'vie', 'war', 'wol', 'xho', 'ydd', 'yor', 'yue', 'zho', 'zsm', 'zul'] BitextMining s2s {'dev': 997, 'devtest': 1012}
FloresClusteringS2S ['spa'] Clustering s2s
FrenchBookReviews ['fra'] Classification s2s [Reviews] {'train': 2048} {'train': 311.5}
FrenkEnClassification (Nikola Ljubešić, 2019) ['eng'] Classification s2s [Social] {'test': 2300} {'test': 188.75}
FrenkHrClassification (Nikola Ljubešić, 2019) ['hrv'] Classification s2s [Social] {'test': 2120} {'test': 89.86}
FrenkSlClassification (Nikola Ljubešić, 2019) ['slv'] Classification s2s [Social] {'test': 2177} {'test': 136.61}
FunctionOfDecisionSectionLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 367} {'test': 551.07}
GeorgianFAQRetrieval ['kat'] Retrieval s2p [Web] {'test': 2566} {'test': 572.0}
GerDaLIR ['deu'] Retrieval s2p
GerDaLIRSmall ['deu'] Retrieval p2p [Legal]
GermanDPR ['deu'] Retrieval s2p
GermanPoliticiansTwitterSentimentClassification ['deu'] Classification s2s [Social, Government] {'test': 357} {'test': 302.48}
GermanQuAD-Retrieval ['deu'] Retrieval s2p
GermanSTSBenchmark ['deu'] STS s2s
GreekCivicsQA ['ell'] Retrieval s2p [Academic] {'default': 407} {'default': 2226.85}
GreekLegalCodeClassification ['ell'] Classification s2s [Legal] {'validation': 2048, 'test': 2048} {'validation': 4046.8, 'test': 4200.8}
GujaratiNewsClassification ['guj'] Classification s2s [News] {'train': 5269, 'test': 1318} {'train': 61.95, 'test': 61.91}
HALClusteringS2S ['fra'] Clustering s2s
HagridRetrieval ['eng'] Retrieval s2p
HateSpeechPortugueseClassification ['por'] Classification s2s [Social] {'train': 2048} {'train': 101.02}
HinDialectClassification (Bafna et al., 2022) ['anp', 'awa', 'ben', 'bgc', 'bhb', 'bhd', 'bho', 'bjj', 'bns', 'bra', 'gbm', 'guj', 'hne', 'kfg', 'kfy', 'mag', 'mar', 'mup', 'noe', 'pan', 'raj'] Classification s2s [Social, Spoken] {'test': 1152} {'test': 583.82}
HindiDiscourseClassification ['hin'] Classification s2s [Fiction, Social] {'train': 2048} {'train': 79.23828125}
HotelReviewSentimentClassification (Elnagar et al., 2018) ['ara'] Classification s2s [Reviews] {'train': 2048} {'train': 137.2}
HotpotQA ['eng'] Retrieval s2p
HotpotQA-PL ['pol'] Retrieval s2p
HunSum2AbstractiveRetrieval (Botond Barta, 2024) ['hun'] Retrieval s2p [News] {'test': 1998} {'test': 2462.2177177177177}
IFlyTek ['cmn'] Classification s2s
IN22ConvBitextMining (Jay Gala, 2023) ['asm', 'ben', 'brx', 'doi', 'eng', 'gom', 'guj', 'hin', 'kan', 'kas', 'mai', 'mal', 'mar', 'mni', 'npi', 'ory', 'pan', 'san', 'sat', 'snd', 'tam', 'tel', 'urd'] BitextMining s2s [Social, Spoken, Fiction] {'conv': 1503} {'conv': 54.3}
IN22GenBitextMining (Jay Gala, 2023) ['asm', 'ben', 'brx', 'doi', 'eng', 'gom', 'guj', 'hin', 'kan', 'kas', 'mai', 'mal', 'mar', 'mni', 'npi', 'ory', 'pan', 'san', 'sat', 'snd', 'tam', 'tel', 'urd'] BitextMining s2s [Web, Legal, Government, News, Religious, Non-fiction] {'gen': 1024} {'gen': 156.7}
ImdbClassification ['eng'] Classification p2p {'test': 25000} {'test': 1293.8}
IndicCrosslingualSTS (Ramesh et al., 2022) ['asm', 'ben', 'eng', 'guj', 'hin', 'kan', 'mal', 'mar', 'ory', 'pan', 'tam', 'tel', 'urd'] STS s2s [News, Non-fiction, Web, Spoken, Government] {'test': 10020} {'test': 76.22}
IndicLangClassification ['asm', 'ben', 'brx', 'doi', 'gom', 'guj', 'hin', 'kan', 'kas', 'mai', 'mal', 'mar', 'mni', 'npi', 'ory', 'pan', 'san', 'sat', 'snd', 'tam', 'tel', 'urd'] Classification s2s [Web, Non-fiction] {'test': 30418} {'test': 106.5}
IndicQARetrieval (Sumanth Doddapaneni, 2022) ['asm', 'ben', 'guj', 'hin', 'kan', 'mal', 'mar', 'ory', 'pan', 'tam', 'tel'] Retrieval s2p [Web] {'test': 18586} {'test': 930.6}
IndicReviewsClusteringP2P (Sumanth Doddapaneni, 2022) ['asm', 'ben', 'brx', 'guj', 'hin', 'kan', 'mal', 'mar', 'ory', 'pan', 'tam', 'tel', 'urd'] Clustering p2p [Reviews] {'test': 1000} {'test': 137.6}
IndicSentimentClassification (Sumanth Doddapaneni, 2022) ['asm', 'ben', 'brx', 'guj', 'hin', 'kan', 'mal', 'mar', 'ory', 'pan', 'tam', 'tel', 'urd'] Classification s2s [Reviews] {'test': 1000} {'test': 137.6}
IndonesianIdClickbaitClassification ['ind'] Classification s2s [News] {'train': 2048} {'train': 64.28}
IndonesianMongabayConservationClassification ['ind'] Classification s2s [Web] {'validation': 984, 'test': 970} {'validation': 1675.8, 'test': 1675.5}
InsurancePolicyInterpretationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 133} {'test': 521.88}
InternationalCitizenshipQuestionsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 2048} {'test': 206.18}
IsiZuluNewsClassification (Madodonga et al., 2023) ['zul'] Classification s2s [News] {'train': 752} {'train': 43.1}
ItaCaseholdClassification (Licari et al., 2023) ['ita'] Classification s2s [Legal, Government] {'test': 221} {'test': 4207.9}
Itacola ['ita'] Classification s2s [Non-fiction, Spoken] {'train': 7801, 'test': 975} {'train': 35.95, 'test': 36.67}
JCrewBlockerLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 54} {'test': 1092.22}
JDReview ['cmn'] Classification s2s
JSTS ['jpn'] STS s2s [Web] {'valudtion': 1457} {'valudtion': 46.34}
JaQuADRetrieval (ByungHoon So, 2022) ['jpn'] Retrieval p2p [Encyclopaedic, Non-fiction] {'validation': 2048} {'validation': 400.75}
JavaneseIMDBClassification (Wongso et al., 2021) ['jav'] Classification s2s [Reviews] {'test': 25000} {'test': 481.83}
KLUE-STS (Sungjoon Park, 2021) ['kor'] STS s2s [Reviews, News, Spoken] {'validation': 519} {'validation': 33.178227360308284}
KLUE-TC (Sungjoon Park, 2021) ['kor'] Classification s2s [News] {'validation': 2048} {'validation': 27.079609091907326}
KannadaNewsClassification ['kan'] Classification s2s [News] {'train': 6460} {'train': 65.88}
Ko-StrategyQA ['kor'] Retrieval s2p
Ko-miracl ['kor'] Retrieval s2p
KorSTS (Ham et al., 2020) ['kor'] STS s2s [News, Web] {'test': 1379} {'test': 29.279433139534884}
KurdishSentimentClassification (Badawi et al., 2024) ['kur'] Classification s2s [Web] {'train': 6000, 'test': 1987} {'train': 59.38, 'test': 56.11}
LCQMC ['cmn'] STS s2s
LEMBNarrativeQARetrieval ['eng'] Retrieval s2p [Fiction, Non-fiction] {'test': 10804} {'test': 326399.3}
LEMBNeedleRetrieval (Zhu et al., 2024) ['eng'] Retrieval s2p [Academic, Blog] {'test_256': 150, 'test_512': 150, 'test_1024': 150, 'test_2048': 150, 'test_4096': 150, 'test_8192': 150, 'test_16384': 150, 'test_32768': 150} {'test_256': 1074.4, 'test_512': 2067.0, 'test_1024': 4129.5, 'test_2048': 8513.4, 'test_4096': 17452.7, 'test_8192': 35261.6, 'test_16384': 72113.7, 'test_32768': 141829.0}
LEMBPasskeyRetrieval (Zhu et al., 2024) ['eng'] Retrieval s2p [Fiction] {'test_256': 150, 'test_512': 150, 'test_1024': 150, 'test_2048': 150, 'test_4096': 150, 'test_8192': 150, 'test_16384': 150, 'test_32768': 150} {'test_256': 914.9, 'test_512': 1823.0, 'test_1024': 3644.7, 'test_2048': 7280.0, 'test_4096': 14555.5, 'test_8192': 29108.1, 'test_16384': 58213.9, 'test_32768': 116417.9}
LEMBQMSumRetrieval ['eng'] Retrieval s2p [Spoken] {'test': 1724} {'test': 56136.4}
LEMBSummScreenFDRetrieval ['eng'] Retrieval s2p [Spoken] {'validation': 672} {'validation': 31445.8}
LEMBWikimQARetrieval (Ho et al., 2020) ['eng'] Retrieval s2p [Encyclopaedic] {'test': 500} {'test': 37513.0}
LanguageClassification ['ara', 'bul', 'cmn', 'deu', 'ell', 'eng', 'fra', 'hin', 'ita', 'jpn', 'nld', 'pol', 'por', 'rus', 'spa', 'swa', 'tha', 'tur', 'urd', 'vie'] Classification s2s [Reviews, Web, Non-fiction, Fiction, Government] {'test': 2048} {'test': 107.8}
LccSentimentClassification ['dan'] Classification s2s [News, Web] {'test': 150} {'test': 118.7}
LeCaRDv2 ['zho'] Retrieval p2p [Legal]
LearnedHandsBenefitsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 66} {'test': 1308.44}
LearnedHandsBusinessLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 174} {'test': 1144.51}
LearnedHandsConsumerLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 614} {'test': 1277.45}
LearnedHandsCourtsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 192} {'test': 1171.02}
LearnedHandsCrimeLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 688} {'test': 1212.9}
LearnedHandsDivorceLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 150} {'test': 1242.43}
LearnedHandsDomesticViolenceLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 174} {'test': 1360.83}
LearnedHandsEducationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 56} {'test': 1397.44}
LearnedHandsEmploymentLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 710} {'test': 1262.74}
LearnedHandsEstatesLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 178} {'test': 1200.7}
LearnedHandsFamilyLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 2048} {'test': 1338.27}
LearnedHandsHealthLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 226} {'test': 1472.59}
LearnedHandsHousingLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 2048} {'test': 1322.54}
LearnedHandsImmigrationLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 134} {'test': 1216.31}
LearnedHandsTortsLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 432} {'test': 1406.97}
LearnedHandsTrafficLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 556} {'test': 1182.91}
LegalBenchConsumerContractsQA ['eng'] Retrieval s2p [Legal]
LegalBenchCorporateLobbying ['eng'] Retrieval s2p [Legal]
LegalBenchPC (Neel Guha, 2023) ['eng'] PairClassification s2s [Legal] {'test': 678} {'test': 83.94}
LegalQuAD ['deu'] Retrieval s2p [Legal]
LegalReasoningCausalityLegalBenchClassification (Neel Guha, 2023) ['eng'] Classification s2s [Legal] {'test': 55} {'test': 1563.76}
LegalSummarization ['eng'] Retrieval s2p [Legal]
MIRACLReranking ['deu', 'spa'] Reranking s2s
MIRACLRetrieval ['deu', 'spa'] Retrieval s2p
MLQARetrieval ['ara', 'deu', 'eng', 'hin', 'spa', 'vie', 'zho'] Retrieval s2p [Encyclopaedic] {'test': 158083, 'validation': 15747} {'test': 37352.28, 'validation': 36952.7}
MLSUMClusteringP2P (Scialom et al., 2020) ['deu', 'fra', 'rus', 'spa'] Clustering p2p [News] {'validation': 38561, 'test': 41206} {'validation': 4613.0, 'test': 4810.0}
MLSUMClusteringS2S (Scialom et al., 2020) ['deu', 'fra', 'rus', 'spa'] Clustering s2s [News] {'validation': 38561, 'test': 41206} {'validation': 4613.0, 'test': 4810.0}
MMarcoReranking ['cmn'] Reranking s2s
MMarcoRetrieval ['cmn'] Retrieval s2p
MSMARCO ['eng'] Retrieval s2p
MSMARCO-PL ['pol'] Retrieval s2p
MSMARCOv2 ['eng'] Retrieval s2p
MTOPDomainClassification ['deu', 'eng', 'fra', 'hin', 'spa', 'tha'] Classification s2s {'validation': 2235, 'test': 4386} {'validation': 36.5, 'test': 36.8}
MTOPIntentClassification ['deu', 'eng', 'fra', 'hin', 'spa', 'tha'] Classification s2s {'validation': 2235, 'test': 4386} {'validation': 36.5, 'test': 36.8}
MacedonianTweetSentimentClassification ['mkd'] Classification s2s [Social] {'test': 1139} {'test': 67.6}
MalayalamNewsClassification ['mal'] Classification s2s [News] {'train': 5036, 'test': 1260} {'train': 79.48, 'test': 80.44}
MasakhaNEWSClassification ['amh', 'eng', 'fra', 'hau', 'ibo', 'lin', 'lug', 'orm', 'pcm', 'run', 'sna', 'som', 'swa', 'tir', 'xho', 'yor'] Classification s2s {'test': 422} {'test': 5116.6}
MasakhaNEWSClusteringP2P ['amh', 'eng', 'fra', 'hau', 'ibo', 'lin', 'lug', 'orm', 'pcm', 'run', 'sna', 'som', 'swa', 'tir', 'xho', 'yor'] Clustering p2p
MasakhaNEWSClusteringS2S ['amh', 'eng', 'fra', 'hau', 'ibo', 'lin', 'lug', 'orm', 'pcm', 'run', 'sna', 'som', 'swa', 'tir', 'xho', 'yor'] Clustering s2s
MassiveIntentClassification ['afr', 'amh', 'ara', 'aze', 'ben', 'cmo', 'cym', 'dan', 'deu', 'ell', 'eng', 'fas', 'fin', 'fra', 'heb', 'hin', 'hun', 'hye', 'ind', 'isl', 'ita', 'jav', 'jpn', 'kan', 'kat', 'khm', 'kor', 'lav', 'mal', 'mon', 'msa', 'mya', 'nld', 'nob', 'pol', 'por', 'ron', 'rus', 'slv', 'spa', 'sqi', 'swa', 'swe', 'tam', 'tel', 'tgl', 'tha', 'tur', 'urd', 'vie'] Classification s2s {'validation': 2033, 'test': 2974} {'validation': 34.8, 'test': 34.6}
MassiveScenarioClassification ['afr', 'amh', 'ara', 'aze', 'ben', 'cmo', 'cym', 'dan', 'deu', 'ell', 'eng', 'fas', 'fin', 'fra', 'heb', 'hin', 'hun', 'hye', 'ind', 'isl', 'ita', 'jav', 'jpn', 'kan', 'kat', 'khm', 'kor', 'lav', 'mal', 'mon', 'msa', 'mya', 'nld', 'nob', 'pol', 'por', 'ron', 'rus', 'slv', 'spa', 'sqi', 'swa', 'swe', 'tam', 'tel', 'tgl', 'tha', 'tur', 'urd', 'vie'] Classification s2s {'validation': 2033, 'test': 2974} {'validation': 34.8, 'test': 34.6}
MedicalQARetrieval (Asma et al., 2019) ['eng'] Retrieval s2s [Medical] {'test': 2048} {'test': 1205.9619140625}
MedicalRetrieval ['cmn'] Retrieval s2p
MedrxivClusteringP2P ['eng'] Clustering p2p {'test': 375000} {'test': 1981.2}
MedrxivClusteringS2S ['eng'] Clustering s2s {'test': 375000} {'test': 114.7}
MindSmallReranking ['eng'] Reranking s2s {'test': 107968} {'test': 70.9}
MintakaRetrieval ['ara', 'deu', 'fra', 'hin', 'ita', 'jpn', 'por', 'spa'] Retrieval s2p
MovieReviewSentimentClassification (Théophile Blard, 2020) ['fra'] Classification s2s [Reviews] {'validation': 1024, 'test': 1024} {'validation': 550.3, 'test': 558.1}
MultiHateClassification ['ara', 'cmn', 'deu', 'eng', 'fra', 'hin', 'ita', 'nld', 'pol', 'por', 'spa'] Classification s2s [Constructed] {'test': 10000} {'test': 45.9}
MultiLongDocRetrieval (Jianlv Chen, 2024) ['ara', 'cmn', 'deu', 'eng', 'fra', 'hin', 'ita', 'jpn', 'kor', 'por', 'rus', 'spa', 'tha'] Retrieval s2p
MultilingualSentiment ['cmn'] Classification s2s
MultilingualSentimentClassification ['ara', 'bam', 'bul', 'cmn', 'cym', 'deu', 'dza', 'ell', 'eng', 'eus', 'fas', 'fin', 'heb', 'hrv', 'ind', 'jpn', 'kor', 'mlt', 'nor', 'pol', 'rus', 'slk', 'spa', 'tha', 'tur', 'uig', 'urd', 'vie', 'zho'] Classification s2s [Reviews] {'test': 7000} {'test': 56.0}
NFCorpus ['eng'] Retrieval s2p
NFCorpus-PL ['pol'] Retrieval s2p
NQ ['eng'] Retrieval s2p
NQ-PL ['pol'] Retrieval s2p
NTREXBitextMining ['afr', 'amh', 'arb', 'aze', 'bak', 'bel', 'bem', 'ben', 'bod', 'bos', 'bul', 'cat', 'ces', 'ckb', 'cym', 'dan', 'deu', 'div', 'dzo', 'ell', 'eng', 'eus', 'ewe', 'fao', 'fas', 'fij', 'fil', 'fin', 'fra', 'fuc', 'gle', 'glg', 'guj', 'hau', 'heb', 'hin', 'hmn', 'hrv', 'hun', 'hye', 'ibo', 'ind', 'isl', 'ita', 'jpn', 'kan', 'kat', 'kaz', 'khm', 'kin', 'kir', 'kmr', 'kor', 'lao', 'lav', 'lit', 'ltz', 'mal', 'mar', 'mey', 'mkd', 'mlg', 'mlt', 'mon', 'mri', 'msa', 'mya', 'nde', 'nep', 'nld', 'nno', 'nob', 'nso', 'nya', 'orm', 'pan', 'pol', 'por', 'prs', 'pus', 'ron', 'rus', 'shi', 'sin', 'slk', 'slv', 'smo', 'sna', 'snd', 'som', 'spa', 'sqi', 'srp', 'ssw', 'swa', 'swe', 'tah', 'tam', 'tat', 'tel', 'tgk', 'tha', 'tir', 'ton', 'tsn', 'tuk', 'tur', 'uig', 'ukr', 'urd', 'uzb', 'ven', 'vie', 'wol', 'xho', 'yor', 'yue', 'zho', 'zul'] BitextMining s2s [News] {'test': 3826252} {'test': 120.0}
NarrativeQARetrieval ['eng'] Retrieval s2p
NepaliNewsClassification ['nep'] Classification s2s [News] {'train': 5975, 'test': 1495} {'train': 196.61, 'test': 196.017}
NeuCLIR2022Retrieval (Lawrie et al., 2023) ['fas', 'rus', 'zho'] Retrieval s2p [News] {'fas': 2232130, 'zho': 3179323, 'rus': 4627657} {'fas': 3500.5143969099317, 'zho': 2543.1140667919617, 'rus': 3214.755239654659}
NeuCLIR2023Retrieval (Dawn Lawrie, 2024) ['fas', 'rus', 'zho'] Retrieval s2p [News] {'fas': 2232092, 'zho': 3179285, 'rus': 4627619} {'fas': 3579.508213937439, 'zho': 2704.44834488453, 'rus': 3466.8192213553616}
News21InstructionRetrieval (Orion Weller, 2024) ['eng'] InstructionRetrieval s2p [News] {'eng': 61906} {'eng': 2983.724665391969}
NewsClassification ['eng'] Classification s2s [News] {'test': 7600} {'test': 235.29}
NoRecClassification ['nob'] Classification s2s {'test': 2050} {'test': 82.0}
NorQuadRetrieval ['nob'] Retrieval p2p [Encyclopaedic, Non-fiction] {'test': 2602} {'test': 502.19}
NordicLangClassification ['dan', 'fao', 'isl', 'nno', 'nob', 'swe'] Classification s2s {'test': 3000} {'test': 78.2}
NorwegianCourtsBitextMining ['nno', 'nob'] BitextMining s2s [Spoken, Legal] {'test': 456} {'test': 82.11}
NorwegianCourtsBitextMining ['nno', 'nob'] BitextMining s2s {'test': 2050} {'test': 1884.0}
NorwegianParliamentClassification ['nob'] Classification s2s {'test': 1200, 'validation': 1200} {'test': 1884.0, 'validation': 1911.0}
Ocnli ['cmn'] PairClassification s2s
OdiaNewsClassification ['ory'] Classification s2s [News] {'test': 2048} {'test': 49.24}
OnlineShopping ['cmn'] Classification s2s
OpusparcusPC ['deu', 'eng', 'fin', 'fra', 'rus', 'swe'] PairClassification s2s
PAC ['pol'] Classification p2p {'test': 3453} {'test': 185.3}
PAWSX ['cmn'] STS s2s
PSC ['pol'] PairClassification s2s
PatentClassification ['eng'] Classification s2s [Legal] {'test': 5000} {'test': 18620.44}
PawsX ['cmn', 'deu', 'eng', 'fra', 'jpn', 'kor', 'spa'] PairClassification s2s
PersianFoodSentimentClassification (Mehrdad Farahani et al., 2020) ['fas'] Classification s2s [Reviews] {'validation': 2048, 'test': 2048} {'validation': 90.37, 'test': 90.58}
PlscClusteringP2P ['pol'] Clustering s2s [Academic] {'test': 17537} {'test': 1023.21}
PlscClusteringS2S ['pol'] Clustering s2s [Academic] {'test': 17534} {'test': 84.34}
PolEmo2.0-IN ['pol'] Classification s2s
PolEmo2.0-OUT ['pol'] Classification s2s {'test': 722} {'test': 756.2}
PpcPC ['pol'] PairClassification s2s
PunjabiNewsClassification ['pan'] Classification s2s [News] {'train': 627, 'test': 157} {'train': 4222.22, 'test': 4115.14}
QBQTC ['cmn'] STS s2s
Quora-PL ['pol'] Retrieval s2s
QuoraRetrieval ['eng'] Retrieval s2s
RedditClustering ['eng'] Clustering s2s {'test': 420464} {'test': 64.7}
RedditClusteringP2P ['eng'] Clustering p2p {'test': 459399} {'test': 727.7}
RestaurantReviewSentimentClassification (ElSahar et al., 2015) ['ara'] Classification s2s [Reviews] {'train': 2048} {'train': 231.4}
Robust04InstructionRetrieval (Orion Weller, 2024) ['eng'] InstructionRetrieval s2p [News] {'eng': 95088} {'eng': 2471.0398058252426}
RomaTalesBitextMining ['hun', 'rom'] BitextMining s2s [Fiction] {'test': 215} {'test': 316.8046511627907}
RomaniBibleClustering ['rom'] Clustering p2p [Religious] {'test': 2048} {'test': 132.2}
RomanianSentimentClassification (Dumitrescu et al., 2020) ['ron'] Classification s2s [Reviews] {'test': 2048} {'test': 67.6}
RonSTS (Dumitrescu et al., 2021) ['ron'] STS s2s [News, Social, Web] {'test': 1379} {'test': 60.5}
SCIDOCS ['eng'] Retrieval s2p
SCIDOCS-PL ['pol'] Retrieval s2p
SIB200Classification (Adelani et al., 2023) ['ace', 'acm', 'acq', 'aeb', 'afr', 'ajp', 'aka', 'als', 'amh', 'apc', 'arb', 'ars', 'ary', 'arz', 'asm', 'ast', 'awa', 'ayr', 'azb', 'azj', 'bak', 'bam', 'ban', 'bel', 'bem', 'ben', 'bho', 'bjn', 'bod', 'bos', 'bug', 'bul', 'cat', 'ceb', 'ces', 'cjk', 'ckb', 'crh', 'cym', 'dan', 'deu', 'dik', 'dyu', 'dzo', 'ell', 'eng', 'epo', 'est', 'eus', 'ewe', 'fao', 'fij', 'fin', 'fon', 'fra', 'fur', 'fuv', 'gaz', 'gla', 'gle', 'glg', 'grn', 'guj', 'hat', 'hau', 'heb', 'hin', 'hne', 'hrv', 'hun', 'hye', 'ibo', 'ilo', 'ind', 'isl', 'ita', 'jav', 'jpn', 'kab', 'kac', 'kam', 'kan', 'kas', 'kat', 'kaz', 'kbp', 'kea', 'khk', 'khm', 'kik', 'kin', 'kir', 'kmb', 'kmr', 'knc', 'kon', 'kor', 'lao', 'lij', 'lim', 'lin', 'lit', 'lmo', 'ltg', 'ltz', 'lua', 'lug', 'luo', 'lus', 'lvs', 'mag', 'mai', 'mal', 'mar', 'min', 'mkd', 'mlt', 'mni', 'mos', 'mri', 'mya', 'nld', 'nno', 'nob', 'npi', 'nqo', 'nso', 'nus', 'nya', 'oci', 'ory', 'pag', 'pan', 'pap', 'pbt', 'pes', 'plt', 'pol', 'por', 'prs', 'quy', 'ron', 'run', 'rus', 'sag', 'san', 'sat', 'scn', 'shn', 'sin', 'slk', 'slv', 'smo', 'sna', 'snd', 'som', 'sot', 'spa', 'srd', 'srp', 'ssw', 'sun', 'swe', 'swh', 'szl', 'tam', 'taq', 'tat', 'tel', 'tgk', 'tgl', 'tha', 'tir', 'tpi', 'tsn', 'tso', 'tuk', 'tum', 'tur', 'twi', 'tzm', 'uig', 'ukr', 'umb', 'urd', 'uzn', 'vec', 'vie', 'war', 'wol', 'xho', 'ydd', 'yor', 'yue', 'zho', 'zsm', 'zul'] Classification s2s [News] {'train': 701, 'validation': 99, 'test': 204} {'train': 111.24, 'validation': 97.11, 'test': 135.53}
SICK-E-PL ['pol'] PairClassification s2s
SICK-R ['eng'] STS s2s
SICK-R-PL ['pol'] STS s2s {'test': 9812} {'test': 42.8}
SICKFr ['fra'] STS s2s
SNLClustering (Navjord et al., 2023) ['nob'] Clustering p2p [Encyclopaedic, Non-fiction] {'test': 2048} {'test': 1101.3}
SNLRetrieval (Navjord et al., 2023) ['nob'] Retrieval p2p [Encyclopaedic, Non-fiction] {'test': 2048} {'test': 1101.3}
SRNCorpusBitextMining (Zwennicker et al., 2022) ['nld', 'srn'] BitextMining s2s [Social, Web] {'test': 256} {'test': 55.0}
STS12 ['eng'] STS s2s
STS13 ['eng'] STS s2s
STS14 ['eng'] STS s2s
STS15 ['eng'] STS s2s
STS16 ['eng'] STS s2s
STS17 ['ara', 'deu', 'eng', 'fra', 'ita', 'kor', 'nld', 'spa', 'tur'] STS s2s {'test': 500} {'test': 43.3}
STS22 ['ara', 'cmn', 'deu', 'eng', 'fra', 'ita', 'pol', 'rus', 'spa', 'tur'] STS p2p {'test': 8060} {'train': 1992.8}
STSB ['cmn'] STS s2s
STSBenchmark ['eng'] STS s2s
STSBenchmarkMultilingualSTS ['cmn', 'deu', 'eng', 'fra', 'ita', 'nld', 'pol', 'por', 'rus', 'spa'] STS s2s
STSES ['spa'] STS s2s
SanskritShlokasClassification ['san'] Classification s2s [Religious] {'train': 383, 'validation': 96} {'train': 98.415, 'validation': 96.635}
ScalaClassification ['dan', 'nno', 'nob', 'swe'] Classification s2s [Fiction, News, Non-fiction, Blog, Spoken, Web] {'test': 4096} {'test': 102.72}
SciDocsRR ['eng'] Reranking s2s [Academic, Non-fiction] {'test': 19599} {'test': 69.0}
SciFact ['eng'] Retrieval s2p
SciFact-PL ['pol'] Retrieval s2p
SentimentAnalysisHindi (Shantipriya Parida, 2023) ['hin'] Classification s2s [Reviews] {'train': 2497} {'train': 81.29}
SinhalaNewsClassification (Nisansa de Silva, 2015) ['sin'] Classification s2s [News] {'train': 3327} {'train': 148.04}
SinhalaNewsSourceClassification (Dhananjaya et al., 2022) ['sin'] Classification s2s [News] {'train': 24094} {'train': 56.08}
SiswatiNewsClassification (Madodonga et al., 2023) ['ssw'] Classification s2s [News] {'train': 80} {'train': 354.2}
SlovakSumRetrieval ['slk'] Retrieval s2s [News, Social, Web] {'test': 600} {'test': 238.44}
SouthAfricanLangClassification ['afr', 'eng', 'nbl', 'nso', 'sot', 'ssw', 'tsn', 'tso', 'ven', 'xho', 'zul'] Classification s2s [Web, Non-fiction] {'test': 2048} {'test': 247.49}
SpanishNewsClassification ['spa'] Classification s2s [News] {'train': 2048} {'train': 4218.2}
SpanishNewsClusteringP2P ['spa'] Clustering p2p
SpanishPassageRetrievalS2P ['spa'] Retrieval s2p
SpanishPassageRetrievalS2S ['spa'] Retrieval s2s
SpanishSentimentClassification ['spa'] Classification s2s [Reviews] {'validation': 147, 'test': 296} {'validation': 85.02, 'test': 87.91}
SprintDuplicateQuestions ['eng'] PairClassification s2s {'validation': 101000, 'test': 101000} {'validation': 65.2, 'test': 67.9}
StackExchangeClustering ['eng'] Clustering s2s {'test': 373850} {'test': 57.0}
StackExchangeClusteringP2P ['eng'] Clustering p2p {'test': 75000} {'test': 1090.7}
StackOverflowDupQuestions ['eng'] Reranking s2s {'test': 3467} {'test': 49.8}
SummEval ['eng'] Summarization p2p {'test': 2800} {'test': 359.8}
SummEvalFr ['fra'] Summarization p2p
SweFaqRetrieval ['swe'] Retrieval s2s [Government, Non-fiction] {'test': 1024} {'test': 195.44}
SweRecClassification ['swe'] Classification s2s {'test': 1024} {'test': 318.8}
SwednClusteringP2P (Monsen et al., 2021) ['swe'] Clustering p2p [News, Non-fiction] {'all': 2048} {'all': 1619.71}
SwednClusteringS2S (Monsen et al., 2021) ['swe'] Clustering s2s [News, Non-fiction] {'all': 2048} {'all': 1619.71}
SwednRetrieval (Monsen et al., 2021) ['swe'] Retrieval p2p [News, Non-fiction] {'test': 2048} {'test': 1946.35}
SwissJudgementClassification (Joel Niklaus, 2022) ['deu', 'fra', 'ita'] Classification s2s [Legal] {'test': 2048} {'test': 3411.72}
SyntecReranking ['fra'] Reranking s2p
SyntecRetrieval ['fra'] Retrieval s2p {'test': 90} {'test': 62.0}
T2Reranking ['cmn'] Reranking s2s
T2Retrieval ['cmn'] Retrieval s2p
TNews ['cmn'] Classification s2s
TRECCOVID ['eng'] Retrieval s2p
TRECCOVID-PL ['pol'] Retrieval s2p
TV2Nordretrieval ['dan'] Retrieval p2p [News, Non-fiction] {'test': 4096} {'test': 784.11}
TamilNewsClassification ['tam'] Classification s2s [News] {'train': 14521, 'test': 3631} {'train': 56.5, 'test': 56.52}
Tatoeba ['afr', 'amh', 'ang', 'ara', 'arq', 'arz', 'ast', 'awa', 'aze', 'bel', 'ben', 'ber', 'bos', 'bre', 'bul', 'cat', 'cbk', 'ceb', 'ces', 'cha', 'cmn', 'cor', 'csb', 'cym', 'dan', 'deu', 'dsb', 'dtp', 'ell', 'eng', 'epo', 'est', 'eus', 'fao', 'fin', 'fra', 'fry', 'gla', 'gle', 'glg', 'gsw', 'heb', 'hin', 'hrv', 'hsb', 'hun', 'hye', 'ido', 'ile', 'ina', 'ind', 'isl', 'ita', 'jav', 'jpn', 'kab', 'kat', 'kaz', 'khm', 'kor', 'kur', 'kzj', 'lat', 'lfn', 'lit', 'lvs', 'mal', 'mar', 'max', 'mhr', 'mkd', 'mon', 'nds', 'nld', 'nno', 'nob', 'nov', 'oci', 'orv', 'pam', 'pes', 'pms', 'pol', 'por', 'ron', 'rus', 'slk', 'slv', 'spa', 'sqi', 'srp', 'swe', 'swg', 'swh', 'tam', 'tat', 'tel', 'tgl', 'tha', 'tuk', 'tur', 'tzl', 'uig', 'ukr', 'urd', 'uzb', 'vie', 'war', 'wuu', 'xho', 'yid', 'yue', 'zsm'] BitextMining s2s {'test': 2000} {'test': 39.4}
TbilisiCityHallBitextMining ['eng', 'kat'] BitextMining s2s [News] {'test': 1820} {'test': 78.0}
TeluguAndhraJyotiNewsClassification ['tel'] Classification s2s [News] {'test': 4329} {'test': 1428.28}
TenKGnadClusteringP2P.v2 ['deu'] Clustering p2p [News, Non-fiction] {'test': 10275} {'test': 2641.03}
TenKGnadClusteringS2S.v2 ['deu'] Clustering s2s [News, Non-fiction] {'test': 10275} {'test': 50.96}
ThuNewsClusteringP2P ['cmn'] Clustering p2p
ThuNewsClusteringS2S ['cmn'] Clustering s2s
Touche2020 ['eng'] Retrieval s2p
ToxicChatClassification (Zi Lin, 2023) ['eng'] Classification s2s [Constructed] {'test': 1427} {'test': 189.4}
ToxicConversationsClassification ['eng'] Classification s2s {'test': 50000} {'test': 296.6}
TswanaNewsClassification (Vukosi Marivate, 2023) ['tsn'] Classification s2s [News] {'validation': 487, 'test': 487} {'validation': 2417.72, 'test': 2369.52}
TurHistQuadRetrieval (Soygazi et al., 2021) ['tur'] Retrieval p2p [Encyclopaedic, Non-fiction, Academic] {'test': 1330} {'test': 1513.83}
TurkishMovieSentimentClassification (Erkin Demirtas, 2013) ['tur'] Classification s2s [Reviews] {'test': 2644} {'test': 141.5}
TurkishProductSentimentClassification (Erkin Demirtas, 2013) ['tur'] Classification s2s [Reviews] {'test': 800} {'test': 246.85}
TweetEmotionClassification (Al-Khatib et al., 2018) ['ara'] Classification s2s [Social] {'train': 2048} {'train': 78.8}
TweetSarcasmClassification ['ara'] Classification s2s [Social] {'test': 2110} {'test': 102.1}
TweetSentimentClassification ['ara', 'deu', 'eng', 'fra', 'hin', 'ita', 'por', 'spa'] Classification s2s [Social] {'test': 2048} {'test': 83.51}
TweetSentimentExtractionClassification ['eng'] Classification s2s {'test': 3534} {'test': 67.8}
TwentyNewsgroupsClustering ['eng'] Clustering s2s {'test': 59545} {'test': 32.0}
TwitterHjerneRetrieval (Holm et al., 2024) ['dan'] Retrieval p2p [Social] {'train': 340} {'train': 138.23}
TwitterSemEval2015 ['eng'] PairClassification s2s {'test': 16777} {'test': 38.3}
TwitterURLCorpus ['eng'] PairClassification s2s {'test': 51534} {'test': 79.5}
UkrFormalityClassification ['ukr'] Classification s2s [News] {'train': 2048, 'test': 2048} {'train': 52.1, 'test': 53.07}
UrduRomanSentimentClassification (Sharf,Zareen, 2018) ['urd'] Classification s2s [Social] {'train': 2048} {'train': 68.248}
VGClustering (Navjord et al., 2023) ['nob'] Clustering p2p [News, Non-fiction] {'test': 2048} {'test': 1009.65}
VideoRetrieval ['cmn'] Retrieval s2p
VieMedEVBitextMining (Nhu Vo, 2024) ['eng', 'vie'] BitextMining s2s [Medical] {'test': 2048} {'test': 139.23}
VieQuADRetrieval ['vie'] Retrieval s2p [Encyclopaedic, Non-fiction] {'validation': 2048} {'validation': 790.24}
VieStudentFeedbackClassification (Nguyen et al., 2018) ['vie'] Classification s2s [Reviews] {'test': 2048} {'test': 14.22}
WRIMEClassification ['jpn'] Classification s2s [Social] {'test': 2048} {'test': 47.78}
Waimai ['cmn'] Classification s2s
WikiCitiesClustering ['eng'] Clustering p2p
WisesightSentimentClassification ['tha'] Classification s2s [Social, News] {'train': 2048} {'train': 103.42}
XMarket ['deu', 'eng', 'spa'] Retrieval s2p
XNLI (Conneau et al., 2018) ['ara', 'bul', 'deu', 'ell', 'eng', 'fra', 'hin', 'rus', 'spa', 'swa', 'tha', 'tur', 'vie', 'zho'] PairClassification s2s [Non-fiction, Fiction, Government] {'validation': 2163, 'test': 2460} {'validation': 106.5, 'test': 106.5}
XNLIV2 (Upadhyay et al., 2023) ['asm', 'ben', 'bho', 'ell', 'guj', 'kan', 'mar', 'ory', 'pan', 'rus', 'san', 'tam', 'tur'] PairClassification s2s [Non-fiction, Fiction, Government] {'test': 5010} {'test': 80.06}
XPQARetrieval ['ara', 'cmn', 'deu', 'fra', 'hin', 'ita', 'jpn', 'kor', 'pol', 'por', 'spa', 'tam'] Retrieval s2p
XQuADRetrieval (Mikel Artetxe, 2019) ['arb', 'deu', 'ell', 'eng', 'hin', 'ron', 'rus', 'spa', 'tha', 'tur', 'vie', 'zho'] Retrieval s2p [Web] {'test': 1190} {'test': 788.7}
YahooAnswersTopicsClassification ['eng'] Classification s2s [Web] {'test': 60000} {'test': 346.35}
YelpReviewFullClassification (Zhang et al., 2015) ['eng'] Classification s2s [Reviews] {'test': 50000}
YueOpenriceReviewClassification (Xiang et al., 2019) ['yue'] Classification s2s [Reviews] {'test': 6161} {'test': 173.0}