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Models/Re2G

Re2G

Reported on 40 benchmarks across 5 tasks · 1 paper · 40 SOTA

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

Natural Language Processing40 results

  • Question AnsweringonKILT: TriviaQA
    EM· 2022-07-13
    76.27
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: TriviaQA
    F1· 2022-07-13
    81.4
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: TriviaQA
    KILT-EM· 2022-07-13
    57.91
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: TriviaQA
    KILT-F1· 2022-07-13
    61.78
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: TriviaQA
    R-Prec· 2022-07-13
    72.68
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: TriviaQA
    Recall@5· 2022-07-13
    74.23
    best: 76.36 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    EM· 2022-07-13
    51.73
    best: 53.74 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    F1· 2022-07-13
    60.97
    best: 62.24 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    KILT-EM· 2022-07-13
    43.56
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    KILT-F1· 2022-07-13
    49.8
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    R-Prec· 2022-07-13
    70.78
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Question AnsweringonKILT: Natural Questions
    Recall@5· 2022-07-13
    76.63
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    Accuracy· 2022-07-13
    87.68
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    F1· 2022-07-13
    89.93
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    KILT-AC· 2022-07-13
    75.84
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    KILT-F1· 2022-07-13
    77.05
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    R-Prec· 2022-07-13
    80.7
    best: 81.9 (TABi)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Slot FillingonKILT: T-REx
    Recall@5· 2022-07-13
    89
    best: 89.36 (TABi)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Fact VerificationonKILT: FEVER
    Accuracy· 2022-07-13
    89.55
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Fact VerificationonKILT: FEVER
    KILT-AC· 2022-07-13
    78.53
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Fact VerificationonKILT: FEVER
    R-Prec· 2022-07-13
    88.92
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Fact VerificationonKILT: FEVER
    Recall@5· 2022-07-13
    92.52
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    EM· 2022-07-13
    76.27
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    F1· 2022-07-13
    81.4
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-EM· 2022-07-13
    57.91
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-F1· 2022-07-13
    61.78
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    R-Prec· 2022-07-13
    72.68
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: TriviaQA
    Recall@5· 2022-07-13
    74.23
    best: 76.36 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    EM· 2022-07-13
    51.73
    best: 53.74 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    F1· 2022-07-13
    60.97
    best: 62.24 (intersect)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-EM· 2022-07-13
    43.56
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-F1· 2022-07-13
    49.8
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    R-Prec· 2022-07-13
    70.78
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain Question AnsweringonKILT: Natural Questions
    Recall@5· 2022-07-13
    76.63
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    F1· 2022-07-13
    18.9
    best: 19.19 (Hindsight)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-F1· 2022-07-13
    12.98
    best: 13.39 (Hindsight)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-RL· 2022-07-13
    11.39
    best: 11.92 (Hindsight)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    R-Prec· 2022-07-13
    60.1
    best: 64.79 (chriskuei)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    ROUGE-L· 2022-07-13
    16.76
    best: 17.06 (Hindsight)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    Recall@5· 2022-07-13
    79.98
    best: 82.15 (chriskuei)
    SOTA
    Re2G: Retrieve, Rerank, GeneratearXiv:2207.06300