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ModelAffiliationDateAccuracy
Accuracy with conceptnet
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Human03/10/201988.9
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KEAR (ensemble model)Microsoft Azure Cognitive Services Research11/12/202189.4
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KEAR (single model)Microsoft Azure Cognitive Services Research11/12/202186.1
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ALBERT+DESC-KCR (ensemble model)Microsoft Cognitive Services Research12/02/202083.3
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ALBERT + SFR (ensemble)Huawei Poisson Lab & BUAA07/17/202181.8
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Albert+KD (ensemble model)HIT-SCIR-QA12/30/202080.9
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ALBERT+DESC-KCR (single model)Microsoft Cognitive Services Research12/2/202080.7
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ALBERT+KD (single model)HIT-SCIR-QA12/10/202080.3
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ALBERT+HGN (ensemble model)USC MOWGLI / INK Lab12/28/202080
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DeBERTa (ensemble model)Alibaba Group ICBU Tech09/22/202179.6
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Albert + KCR(knowledge chosen by relations, single model)
ITNLP (Harbin Institute of Technology)07/12/202079.5
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UnifiedQA (single model)Allen Institute for AI4/23/202079.1
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Albert+Headhunter (single model)Anonymous12/4/202078.4
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Albert + MSKFSoochow University (HY) & I2R5/31/202178.3
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Albert + PathGenerator (ensemble model)USC MOWGLI / INK Lab05/14/202078.2
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T5 (single model)Allen Institute for AI04/23/202078.1
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ALBERT+HGN (single model)USC MOWGLI / INK Lab12/28/202077.3
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TeGBERT (single model)Anonymous07/22/202076.8
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ALBERT (ensemble model)Zhiyan Technology12/18/201976.5
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QA-GNN (single)Stanford University11/29/202076.1
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PEAR (single model)Sogang University and Gachon University05/23/202076.1
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LM+GNNAnonymous11/01/202175.6
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Albert + PathGenerator (single model)USC MOWGLI / INK Lab05/14/202075.6
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ACP Graph + ELECTRA (single model)NLP & AI, Korea University.10/27/202075.4
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Albert+CCRAnonymous8/25/202175.3
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XLNet + Graph Reasoning (single model*)Microsoft Research Asia and Bing08/24/201975.3
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KEDGN (ensemble model)PLA Academy of Military Science01/10/202074.4
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ALBERT (single model)Soochow University & I2R04/29/202173.5
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RoBERTa + KE (single model)Alibaba DAMO NLP10/18/201973.3
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DREAM (ensemble model)Microsoft Research Asia and Bing10/11/201973.3
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HyKAS 2.0 (single model)
CMU & Bosch Research and Technology Center (Pittsburgh)
12/14/201973.2
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FreeLB-RoBERTa (ensemble model)Microsoft Dynamics 365 AI Research & UMD10/03/201973.1
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Roberta-large + G-DAUG-Combo (single model)Northwestern University & AI203/09/202072.6
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KEDGN (single model)PLA Academy of Military Science01/10/202072.5
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RoBERTa (ensemble model)Facebook AI08/13/201972.5
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FreeLB-RoBERTa (single model)Microsoft Dynamics 365 AI Research & UMD10/03/201972.2
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RoBERTa + IR (single model)Microsoft STCA-NLP team08/23/201972.1
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RoBERTa (single model)Facebook AI08/13/201972.1
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RoBERTa + CSPT (single model)Anonymous08/13/201969.6
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RoBERTa + KE (single model)Anonymous08/24/201968.4
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DREAM (single model)Microsoft Research Asia and Bing08/08/201966.9
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CSR-KG (AI2 IR, single model)Microsoft Dynamics 365 AI Research07/19/201965.3
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AristoBERTv7 (single model)Aristo team at Allen Institute for AI07/18/201964.6
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HyKAS (single model)Bosch Research and Technology Center (Pittsburgh)08/20/201962.5
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BERT+OMCS (single model)Allen Institute for Artificial Intelligence - Israel07/30/201962.5
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BERT+AMS (single model)Alibaba DAMO Speech Lab07/10/201962.2
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CSR-KG (single model)Microsoft Dynamics 365 AI Research06/28/201961.8
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BECON (ensemble)Singapore University of Technology and Design07/01/201959.6
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KagNet (single model*)INK lab @ USC/ISI05/14/201958.9
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CoS-E (single model)Salesforce Research04/12/201958.2
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BECON (single model)Singapore University of Technology and Design06/17/201957.9
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SGN-lite (single model)Anonymous04/20/201957.1
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BERTLarge (single model)Tel-Aviv University03/10/201956.7
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BERTBase (single model)University College London03/13/201953
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BERTBase (single model)University of Melbourne04/22/201952.6
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GPT (single model)Tel-Aviv University03/10/201945.5
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ESIM+GLOVE (single model)Tel-Aviv University03/10/201934.1
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ESIM+ELMO (single model)Tel-Aviv University03/10/201932.8
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