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Models/DLO

DLO

Reported on 20 benchmarks across 2 tasks · 1 paper · 8 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 AnalysisonASTE
    F1 (R16)· 2022-10-19
    73.03
    best: 76.19 (ASTE-Transformer)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonACOS
    F1 (Laptop)· 2022-10-19
    43.64
    best: 43.92 (MvP)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonASQP
    F1 (R15)· 2022-10-19
    48.18
    best: 52.21 (MvP (multi-task))
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonASQP
    F1 (R16)· 2022-10-19
    59.79
    best: 60.88 (AugABSA)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (R16)· 2022-10-19
    73.03
    best: 76.19 (ASTE-Transformer)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onACOS
    F1 (Laptop)· 2022-10-19
    43.64
    best: 43.92 (MvP)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASQP
    F1 (R15)· 2022-10-19
    48.18
    best: 52.21 (MvP (multi-task))
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASQP
    F1 (R16)· 2022-10-19
    59.79
    best: 60.88 (AugABSA)
    SOTA
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonTASD
    F1 (R15)· 2022-10-19
    62.95
    best: 64.74 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonTASD
    F1 (R16)· 2022-10-19
    71.79
    best: 72.76 (MvP)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonASTE
    F1 (L14)· 2022-10-19
    61.46
    best: 65.3 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonASTE
    F1 (R15)· 2022-10-19
    64.26
    best: 72.1 (ASTE-Transformer)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonASTE
    F1(R14)· 2022-10-19
    72.39
    best: 76.3 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Sentiment AnalysisonACOS
    F1 (Restaurant)· 2022-10-19
    59.99
    best: 61.54 (MvP)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onTASD
    F1 (R15)· 2022-10-19
    62.95
    best: 64.74 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onTASD
    F1 (R16)· 2022-10-19
    71.79
    best: 72.76 (MvP)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (L14)· 2022-10-19
    61.46
    best: 65.3 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1 (R15)· 2022-10-19
    64.26
    best: 72.1 (ASTE-Transformer)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onASTE
    F1(R14)· 2022-10-19
    72.39
    best: 76.3 (MvP (multi-task))
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291
  • Aspect-Based Sentiment Analysis (ABSA)onACOS
    F1 (Restaurant)· 2022-10-19
    59.99
    best: 61.54 (MvP)
    Improving Aspect Sentiment Quad Prediction via Template-Order Data AugmentationarXiv:2210.10291