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Models/ERNIE 2.0 Base

ERNIE 2.0 Base

Reported on 10 benchmarks across 6 tasks · 1 paper

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

Natural Language Processing10 results

  • Question AnsweringonDuReader
    EM· 2019-07-29
    61.3
    best: 64.2 (ERNIE 2.0 Large)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Natural Language InferenceonXNLI Chinese Dev
    Accuracy· 2019-07-29
    81.2
    best: 82.6 (ERNIE 2.0 Large)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Natural Language InferenceonXNLI Chinese
    Accuracy· 2019-07-29
    79.7
    best: 81 (ERNIE 2.0 Large)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Natural Language InferenceonMultiNLI
    Matched· 2019-07-29
    86.1
    best: 92.6 (Turing NLR v5 XXL 5.4B (fine-tuned))
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Natural Language InferenceonMultiNLI
    Mismatched· 2019-07-29
    85.5
    best: 92.4 (Turing NLR v5 XXL 5.4B (fine-tuned))
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Semantic Textual SimilarityonSTS Benchmark
    Pearson Correlation· 2019-07-29
    0.876
    best: 0.929 (MT-DNN-SMART)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Sentiment AnalysisonSST-2 Binary classification
    Accuracy· 2019-07-29
    95
    best: 97.5 (T5-11B)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Named Entity Recognition (NER)onMSRA Dev
    F1· 2019-07-29
    95.2
    best: 96.3 (ERNIE 2.0 Large)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Named Entity Recognition (NER)onMSRA
    F1· 2019-07-29
    93.8
    best: 96.72 (BERT-MRC+DSC)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412
  • Open-Domain Question AnsweringonDuReader
    EM· 2019-07-29
    61.3
    best: 64.2 (ERNIE 2.0 Large)
    ERNIE 2.0: A Continual Pre-training Framework for Language UnderstandingarXiv:1907.12412