TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/RoBERTa-large 355M + Entailment as Few-shot Learner

RoBERTa-large 355M + Entailment as Few-shot Learner

Reported on 11 benchmarks across 5 tasks · 1 paper · 3 SOTA

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

Natural Language Processing11 results

  • Sentiment AnalysisonCR
    Accuracy· 2021-04-29
    92.5
    best: 93.54 (AnglE-LLaMA-7B)
    SOTA
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Sentiment AnalysisonMPQA
    Accuracy· 2021-04-29
    90.8
    SOTA
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Subjectivity AnalysisonSUBJ
    Accuracy· 2021-04-29
    97.1
    best: 97.34 (RoBERTa+DualCL)
    SOTA
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Question AnsweringonBoolQ
    Accuracy· 2021-04-29
    86
    best: 99.87 (Mistral-Nemo 12B (HPT))
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Semantic Textual SimilarityonMRPC
    F1· 2021-04-29
    91
    best: 92.5 (T5-3B)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Semantic Textual SimilarityonSTS Benchmark
    Pearson Correlation· 2021-04-29
    0.918
    best: 0.929 (MT-DNN-SMART)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Semantic Textual SimilarityonQuora Question Pairs
    F1· 2021-04-29
    89.2
    best: 90.7 (ALICE)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Sentiment AnalysisonMR
    Accuracy· 2021-04-29
    92.5
    best: 93.3 (VLAWE)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Sentiment AnalysisonSST-2 Binary classification
    Accuracy· 2021-04-29
    96.9
    best: 97.5 (T5-11B)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Sentiment AnalysisonIMDb
    Accuracy· 2021-04-29
    96.1
    best: 96.68 (RoBERTa-large with LlamBERT)
    Entailment as Few-Shot LearnerarXiv:2104.14690
  • Paraphrase IdentificationonQuora Question Pairs
    F1· 2021-04-29
    89.2
    best: 90.7 (ALICE)
    Entailment as Few-Shot LearnerarXiv:2104.14690