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Models/BART + DPR

BART + DPR

Reported on 82 benchmarks across 6 tasks

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

Natural Language Processing82 results

  • Question AnsweringonKILT: TriviaQA
    EM
    58.55
    best: 76.27 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    F1
    67.79
    best: 81.4 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    KILT-EM
    31.4
    best: 57.91 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    KILT-F1
    35.34
    best: 61.78 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    R-Prec
    44.49
    best: 72.68 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    Recall@5
    56.99
    best: 76.36 (intersect)
  • Question AnsweringonKILT: Natural Questions
    EM
    41.27
    best: 53.74 (intersect)
  • Question AnsweringonKILT: Natural Questions
    F1
    49.54
    best: 62.24 (intersect)
  • Question AnsweringonKILT: Natural Questions
    KILT-EM
    30.06
    best: 43.56 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    KILT-F1
    34.72
    best: 49.8 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    R-Prec
    54.29
    best: 70.78 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    Recall@5
    65.52
    best: 76.63 (Re2G)
  • Question AnsweringonKILT: HotpotQA
    EM
    25.18
    best: 40.46 (intersect)
  • Question AnsweringonKILT: HotpotQA
    F1
    34.07
    best: 51.44 (intersect)
  • Question AnsweringonKILT: HotpotQA
    KILT-EM
    1.96
    best: 18.06 (intersect)
  • Question AnsweringonKILT: HotpotQA
    KILT-F1
    2.53
    best: 21.42 (intersect)
  • Question AnsweringonKILT: HotpotQA
    R-Prec
    25.04
    best: 58.83 (intersect)
  • Question AnsweringonKILT: HotpotQA
    Recall@5
    10.4
    best: 51.03 (intersect)
  • Question AnsweringonKILT: ELI5
    F1
    17.88
    best: 27.13 (somebody)
  • Question AnsweringonKILT: ELI5
    KILT-F1
    2.01
    best: 3 (somebody)
  • Question AnsweringonKILT: ELI5
    KILT-RL
    1.9
    best: 2.62 (somebody)
  • Question AnsweringonKILT: ELI5
    R-Prec
    10.67
    best: 18.33 (TABi)
  • Question AnsweringonKILT: ELI5
    ROUGE-L
    17.41
    best: 24.53 (somebody)
  • Question AnsweringonKILT: ELI5
    Recall@5
    26.92
    best: 28.21 (TABi)
  • Entity LinkingonKILT: WNED-WIKI
    Accuracy
    45.2
    best: 87.44 (GENRE)
  • Entity LinkingonKILT: WNED-WIKI
    KILT-AC
    45.2
    best: 87.44 (GENRE)
  • Entity LinkingonKILT: WNED-WIKI
    R-Prec
    45.2
    best: 88.12 (chriskuei)
  • Entity LinkingonKILT: WNED-WIKI
    Recall@5
    45.2
    best: 95.62 (chriskuei)
  • Entity LinkingonKILT: AIDA-YAGO2
    Accuracy
    75.49
    best: 89.85 (GENRE)
  • Entity LinkingonKILT: AIDA-YAGO2
    KILT-AC
    75.49
    best: 89.85 (GENRE)
  • Entity LinkingonKILT: AIDA-YAGO2
    R-Prec
    75.49
    best: 89.98 (chriskuei)
  • Entity LinkingonKILT: AIDA-YAGO2
    Recall@5
    75.49
    best: 94.85 (chriskuei)
  • Entity LinkingonKILT: WNED-CWEB
    Accuracy
    46.87
    best: 71.22 (GENRE)
  • Entity LinkingonKILT: WNED-CWEB
    KILT-AC
    46.87
    best: 71.22 (GENRE)
  • Entity LinkingonKILT: WNED-CWEB
    R-Prec
    46.87
    best: 71.22 (GENRE)
  • Entity LinkingonKILT: WNED-CWEB
    Recall@5
    46.87
    best: 81.76 (BLINK)
  • Slot FillingonKILT: T-REx
    Accuracy
    59.16
    best: 87.68 (Re2G)
  • Slot FillingonKILT: T-REx
    F1
    62.76
    best: 89.93 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-AC
    11.12
    best: 75.84 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-F1
    11.41
    best: 77.05 (Re2G)
  • Slot FillingonKILT: T-REx
    R-Prec
    13.26
    best: 81.9 (TABi)
  • Slot FillingonKILT: T-REx
    Recall@5
    17.04
    best: 89.36 (TABi)
  • Slot FillingonKILT: Zero Shot RE
    Accuracy
    30.43
    best: 74.63 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    F1
    34.47
    best: 79.66 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    KILT-AC
    18.91
    best: 73.2 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    KILT-F1
    20.32
    best: 78.12 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    R-Prec
    28.9
    best: 98.49 (KGI_1)
  • Slot FillingonKILT: Zero Shot RE
    Recall@5
    39.21
    best: 99.34 (single ngram)
  • Fact VerificationonKILT: FEVER
    Accuracy
    86.74
    best: 89.55 (Re2G)
  • Fact VerificationonKILT: FEVER
    KILT-AC
    47.68
    best: 78.53 (Re2G)
  • Fact VerificationonKILT: FEVER
    R-Prec
    55.33
    best: 88.92 (Re2G)
  • Fact VerificationonKILT: FEVER
    Recall@5
    74.29
    best: 92.52 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    EM
    58.55
    best: 76.27 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    F1
    67.79
    best: 81.4 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-EM
    31.4
    best: 57.91 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    KILT-F1
    35.34
    best: 61.78 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    R-Prec
    44.49
    best: 72.68 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    Recall@5
    56.99
    best: 76.36 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    EM
    41.27
    best: 53.74 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    F1
    49.54
    best: 62.24 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-EM
    30.06
    best: 43.56 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    KILT-F1
    34.72
    best: 49.8 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    R-Prec
    54.29
    best: 70.78 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    Recall@5
    65.52
    best: 76.63 (Re2G)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    EM
    25.18
    best: 40.46 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    F1
    34.07
    best: 51.44 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    KILT-EM
    1.96
    best: 18.06 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    KILT-F1
    2.53
    best: 21.42 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    R-Prec
    25.04
    best: 58.83 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    Recall@5
    10.4
    best: 51.03 (intersect)
  • Open-Domain Question AnsweringonKILT: ELI5
    F1
    17.88
    best: 27.13 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    KILT-F1
    2.01
    best: 3 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    KILT-RL
    1.9
    best: 2.62 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    R-Prec
    10.67
    best: 18.33 (TABi)
  • Open-Domain Question AnsweringonKILT: ELI5
    ROUGE-L
    17.41
    best: 24.53 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    Recall@5
    26.92
    best: 28.21 (TABi)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    F1
    15.19
    best: 19.19 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-F1
    4.37
    best: 13.39 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    KILT-RL
    3.71
    best: 11.92 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    R-Prec
    25.46
    best: 64.79 (chriskuei)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    ROUGE-L
    13.23
    best: 17.06 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    Recall@5
    51.19
    best: 82.15 (chriskuei)