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Models/Paraphrase

Paraphrase

Reported on 20 benchmarks across 2 tasks · 1 paper · 18 SOTA

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

Natural Language Processing20 results

  • Sentiment AnalysisonTASD
    F1 (R15)· 2021-10-02
    63.06
    best: 64.74 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonTASD
    F1 (R16)· 2021-10-02
    71.97
    best: 72.76 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASTE
    F1 (L14)· 2021-10-02
    61.13
    best: 65.3 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASTE
    F1 (R16)· 2021-10-02
    71.7
    best: 76.19 (ASTE-Transformer)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASTE
    F1(R14)· 2021-10-02
    72.03
    best: 76.3 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonACOS
    F1 (Laptop)· 2021-10-02
    43.51
    best: 43.92 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonACOS
    F1 (Restaurant)· 2021-10-02
    61.16
    best: 61.54 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASQP
    F1 (R15)· 2021-10-02
    46.93
    best: 52.21 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASQP
    F1 (R16)· 2021-10-02
    57.93
    best: 60.88 (AugABSA)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onTASD
    F1 (R15)· 2021-10-02
    63.06
    best: 64.74 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onTASD
    F1 (R16)· 2021-10-02
    71.97
    best: 72.76 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (L14)· 2021-10-02
    61.13
    best: 65.3 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (R16)· 2021-10-02
    71.7
    best: 76.19 (ASTE-Transformer)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1(R14)· 2021-10-02
    72.03
    best: 76.3 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onACOS
    F1 (Laptop)· 2021-10-02
    43.51
    best: 43.92 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onACOS
    F1 (Restaurant)· 2021-10-02
    61.16
    best: 61.54 (MvP)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASQP
    F1 (R15)· 2021-10-02
    46.93
    best: 52.21 (MvP (multi-task))
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASQP
    F1 (R16)· 2021-10-02
    57.93
    best: 60.88 (AugABSA)
    SOTA
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Sentiment AnalysisonASTE
    F1 (R15)· 2021-10-02
    62.56
    best: 72.1 (ASTE-Transformer)
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (R15)· 2021-10-02
    62.56
    best: 72.1 (ASTE-Transformer)
    Aspect Sentiment Quad Prediction as Paraphrase GenerationarXiv:2110.00796