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Models/GENRE

GENRE

Reported on 88 benchmarks across 7 tasks · 1 paper · 12 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing88 results

  • Entity LinkingonKILT: WNED-WIKI
    Accuracy· 2020-10-02
    87.44
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-WIKI
    KILT-AC· 2020-10-02
    87.44
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-WIKI
    R-Prec· 2020-10-02
    87.44
    best: 88.12 (chriskuei)
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-WIKI
    Recall@5· 2020-10-02
    94.91
    best: 95.62 (chriskuei)
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: AIDA-YAGO2
    Accuracy· 2020-10-02
    89.85
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: AIDA-YAGO2
    KILT-AC· 2020-10-02
    89.85
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: AIDA-YAGO2
    R-Prec· 2020-10-02
    89.85
    best: 89.98 (chriskuei)
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: AIDA-YAGO2
    Recall@5· 2020-10-02
    94.76
    best: 94.85 (chriskuei)
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-CWEB
    Accuracy· 2020-10-02
    71.22
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-CWEB
    KILT-AC· 2020-10-02
    71.22
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-CWEB
    R-Prec· 2020-10-02
    71.22
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity LinkingonKILT: WNED-CWEB
    Recall@5· 2020-10-02
    79.22
    best: 81.76 (BLINK)
    SOTA
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonMSNBC
    Micro-F1· 2020-10-02
    94.3
    best: 96.3 (confidence-order)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonWNED-WIKI
    Micro-F1· 2020-10-02
    87.4
    best: 90.4 (KBED)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonAIDA-CoNLL
    In-KB Accuracy· 2020-10-02
    93.3
    best: 95 (confidence-order)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonACE2004
    Micro-F1· 2020-10-02
    90.1
    best: 93.4 (KBED)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonAQUAINT
    Micro-F1· 2020-10-02
    89.9
    best: 93.5 (confidence-order)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Entity DisambiguationonWNED-CWEB
    Micro-F1· 2020-10-02
    77.3
    best: 79.4 (ReFinED)
    Autoregressive Entity RetrievalarXiv:2010.00904
  • Question AnsweringonKILT: TriviaQA
    EM
    0
    best: 76.27 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    F1
    0
    best: 81.4 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    KILT-EM
    0
    best: 57.91 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    KILT-F1
    0
    best: 61.78 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    R-Prec
    69.16
    best: 72.68 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    Recall@5
    75.07
    best: 76.36 (intersect)
  • Question AnsweringonKILT: Natural Questions
    EM
    0
    best: 53.74 (intersect)
  • Question AnsweringonKILT: Natural Questions
    F1
    0
    best: 62.24 (intersect)
  • Question AnsweringonKILT: Natural Questions
    KILT-EM
    0
    best: 43.56 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    KILT-F1
    0
    best: 49.8 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    R-Prec
    60.25
    best: 70.78 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    Recall@5
    61.36
    best: 76.63 (Re2G)
  • Question AnsweringonKILT: HotpotQA
    EM
    0
    best: 40.46 (intersect)
  • Question AnsweringonKILT: HotpotQA
    F1
    0
    best: 51.44 (intersect)
  • Question AnsweringonKILT: HotpotQA
    KILT-EM
    0
    best: 18.06 (intersect)
  • Question AnsweringonKILT: HotpotQA
    KILT-F1
    0
    best: 21.42 (intersect)
  • Question AnsweringonKILT: HotpotQA
    R-Prec
    51.27
    best: 58.83 (intersect)
  • Question AnsweringonKILT: HotpotQA
    Recall@5
    34.03
    best: 51.03 (intersect)
  • Question AnsweringonKILT: ELI5
    F1
    0
    best: 27.13 (somebody)
  • Question AnsweringonKILT: ELI5
    KILT-F1
    0
    best: 3 (somebody)
  • Question AnsweringonKILT: ELI5
    KILT-RL
    0
    best: 2.62 (somebody)
  • Question AnsweringonKILT: ELI5
    R-Prec
    15.83
    best: 18.33 (TABi)
  • Question AnsweringonKILT: ELI5
    ROUGE-L
    0
    best: 24.53 (somebody)
  • Question AnsweringonKILT: ELI5
    Recall@5
    25.49
    best: 28.21 (TABi)
  • Slot FillingonKILT: T-REx
    Accuracy
    0.1
    best: 87.68 (Re2G)
  • Slot FillingonKILT: T-REx
    F1
    7.67
    best: 89.93 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-AC
    0.04
    best: 75.84 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-F1
    6.66
    best: 77.05 (Re2G)
  • Slot FillingonKILT: T-REx
    R-Prec
    79.42
    best: 81.9 (TABi)
  • Slot FillingonKILT: T-REx
    Recall@5
    85.33
    best: 89.36 (TABi)
  • Slot FillingonKILT: Zero Shot RE
    Accuracy
    0.02
    best: 74.63 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    F1
    2.1
    best: 79.66 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    KILT-AC
    0
    best: 73.2 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    KILT-F1
    1.85
    best: 78.12 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    R-Prec
    95.81
    best: 98.49 (KGI_1)
  • Slot FillingonKILT: Zero Shot RE
    Recall@5
    97.83
    best: 99.34 (single ngram)
  • Fact VerificationonKILT: FEVER
    Accuracy
    0
    best: 89.55 (Re2G)
  • Fact VerificationonKILT: FEVER
    KILT-AC
    0
    best: 78.53 (Re2G)
  • Fact VerificationonKILT: FEVER
    R-Prec
    83.64
    best: 88.92 (Re2G)
  • Fact VerificationonKILT: FEVER
    Recall@5
    88.15
    best: 92.52 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    EM
    0
    best: 76.27 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    F1
    0
    best: 81.4 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-EM
    0
    best: 57.91 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-F1
    0
    best: 61.78 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    R-Prec
    69.16
    best: 72.68 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    Recall@5
    75.07
    best: 76.36 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    EM
    0
    best: 53.74 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    F1
    0
    best: 62.24 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-EM
    0
    best: 43.56 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-F1
    0
    best: 49.8 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    R-Prec
    60.25
    best: 70.78 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    Recall@5
    61.36
    best: 76.63 (Re2G)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    EM
    0
    best: 40.46 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    F1
    0
    best: 51.44 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    KILT-EM
    0
    best: 18.06 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    KILT-F1
    0
    best: 21.42 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    R-Prec
    51.27
    best: 58.83 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    Recall@5
    34.03
    best: 51.03 (intersect)
  • Open-Domain Question AnsweringonKILT: ELI5
    F1
    0
    best: 27.13 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    KILT-F1
    0
    best: 3 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    KILT-RL
    0
    best: 2.62 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    R-Prec
    15.83
    best: 18.33 (TABi)
  • Open-Domain Question AnsweringonKILT: ELI5
    ROUGE-L
    0
    best: 24.53 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    Recall@5
    25.49
    best: 28.21 (TABi)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    F1
    0
    best: 19.19 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-F1
    0
    best: 13.39 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-RL
    0
    best: 11.92 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    R-Prec
    62.88
    best: 64.79 (chriskuei)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    ROUGE-L
    0
    best: 17.06 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    Recall@5
    77.74
    best: 82.15 (chriskuei)