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Models/RealFormer

RealFormer

Reported on 9 benchmarks across 4 tasks · 1 paper · 2 SOTA

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

Natural Language Processing9 results

  • Semantic Textual SimilarityonQuora Question Pairs
    Accuracy· 2020-12-21
    91.34
    best: 92.4 (data2vec)
    SOTA
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Paraphrase IdentificationonQuora Question Pairs
    Accuracy· 2020-12-21
    91.34
    best: 92.4 (data2vec)
    SOTA
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Natural Language InferenceonMultiNLI
    Matched· 2020-12-21
    86.28
    best: 92.6 (Turing NLR v5 XXL 5.4B (fine-tuned))
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Natural Language InferenceonMultiNLI
    Mismatched· 2020-12-21
    86.34
    best: 92.4 (Turing NLR v5 XXL 5.4B (fine-tuned))
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Semantic Textual SimilarityonSTS Benchmark
    Pearson Correlation· 2020-12-21
    0.9011
    best: 0.929 (MT-DNN-SMART)
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Semantic Textual SimilarityonSTS Benchmark
    Spearman Correlation· 2020-12-21
    0.8988
    best: 0.931 (Mnet-Sim)
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Semantic Textual SimilarityonQuora Question Pairs
    F1· 2020-12-21
    88.28
    best: 90.7 (ALICE)
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Sentiment AnalysisonSST-2 Binary classification
    Accuracy· 2020-12-21
    94.04
    best: 97.5 (T5-11B)
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747
  • Paraphrase IdentificationonQuora Question Pairs
    F1· 2020-12-21
    88.28
    best: 90.7 (ALICE)
    RealFormer: Transformer Likes Residual AttentionarXiv:2012.11747