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Models/Sphere

Sphere

Reported on 70 benchmarks across 5 tasks

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

Natural Language Processing70 results

  • Question AnsweringonKILT: TriviaQA
    EM
    73.06
    best: 76.27 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    F1
    80.33
    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
    0
    best: 72.68 (Re2G)
  • Question AnsweringonKILT: TriviaQA
    Recall@5
    0
    best: 76.36 (intersect)
  • Question AnsweringonKILT: Natural Questions
    EM
    46.05
    best: 53.74 (intersect)
  • Question AnsweringonKILT: Natural Questions
    F1
    56.57
    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
    0
    best: 70.78 (Re2G)
  • Question AnsweringonKILT: Natural Questions
    Recall@5
    0
    best: 76.63 (Re2G)
  • Question AnsweringonKILT: HotpotQA
    EM
    31.64
    best: 40.46 (intersect)
  • Question AnsweringonKILT: HotpotQA
    F1
    41.55
    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
    0
    best: 58.83 (intersect)
  • Question AnsweringonKILT: HotpotQA
    Recall@5
    0
    best: 51.03 (intersect)
  • Question AnsweringonKILT: ELI5
    F1
    15.29
    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
    0
    best: 18.33 (TABi)
  • Question AnsweringonKILT: ELI5
    ROUGE-L
    15.76
    best: 24.53 (somebody)
  • Question AnsweringonKILT: ELI5
    Recall@5
    0
    best: 28.21 (TABi)
  • Slot FillingonKILT: T-REx
    Accuracy
    57.02
    best: 87.68 (Re2G)
  • Slot FillingonKILT: T-REx
    F1
    61.46
    best: 89.93 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-AC
    0
    best: 75.84 (Re2G)
  • Slot FillingonKILT: T-REx
    KILT-F1
    0
    best: 77.05 (Re2G)
  • Slot FillingonKILT: T-REx
    R-Prec
    0
    best: 81.9 (TABi)
  • Slot FillingonKILT: T-REx
    Recall@5
    0
    best: 89.36 (TABi)
  • Slot FillingonKILT: Zero Shot RE
    Accuracy
    36.55
    best: 74.63 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    F1
    44.94
    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
    0
    best: 78.12 (single ngram)
  • Slot FillingonKILT: Zero Shot RE
    R-Prec
    0
    best: 98.49 (KGI_1)
  • Slot FillingonKILT: Zero Shot RE
    Recall@5
    0
    best: 99.34 (single ngram)
  • Fact VerificationonKILT: FEVER
    Accuracy
    89.12
    best: 89.55 (Re2G)
  • Fact VerificationonKILT: FEVER
    KILT-AC
    0
    best: 78.53 (Re2G)
  • Fact VerificationonKILT: FEVER
    R-Prec
    0
    best: 88.92 (Re2G)
  • Fact VerificationonKILT: FEVER
    Recall@5
    0
    best: 92.52 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    EM
    73.06
    best: 76.27 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    F1
    80.33
    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
    0
    best: 72.68 (Re2G)
  • Open-Domain Question AnsweringonKILT: TriviaQA
    Recall@5
    0
    best: 76.36 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    EM
    46.05
    best: 53.74 (intersect)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    F1
    56.57
    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
    0
    best: 70.78 (Re2G)
  • Open-Domain Question AnsweringonKILT: Natural Questions
    Recall@5
    0
    best: 76.63 (Re2G)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    EM
    31.64
    best: 40.46 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    F1
    41.55
    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
    0
    best: 58.83 (intersect)
  • Open-Domain Question AnsweringonKILT: HotpotQA
    Recall@5
    0
    best: 51.03 (intersect)
  • Open-Domain Question AnsweringonKILT: ELI5
    F1
    15.29
    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
    0
    best: 18.33 (TABi)
  • Open-Domain Question AnsweringonKILT: ELI5
    ROUGE-L
    15.76
    best: 24.53 (somebody)
  • Open-Domain Question AnsweringonKILT: ELI5
    Recall@5
    0
    best: 28.21 (TABi)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    F1
    17.28
    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
    0
    best: 64.79 (chriskuei)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    ROUGE-L
    15.71
    best: 17.06 (Hindsight)
  • Open-Domain DialogonKILT: Wizard of Wikipedia
    Recall@5
    0
    best: 82.15 (chriskuei)