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Models/MWP-BERT

MWP-BERT

Reported on 12 benchmarks across 4 tasks · 1 paper · 12 SOTA

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

Knowledge Base6 results

  • Mathematical Question AnsweringonMath23K
    Accuracy (5-fold)· 2021-07-28
    82.4
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Mathematical Question AnsweringonMath23K
    Accuracy (training-test)· 2021-07-28
    84.7
    best: 87.1 (Multi-view* (ours))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Mathematical Question AnsweringonMathQA
    Answer Accuracy· 2021-07-28
    76.6
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Mathematical ReasoningonMath23K
    Accuracy (5-fold)· 2021-07-28
    82.4
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Mathematical ReasoningonMath23K
    Accuracy (training-test)· 2021-07-28
    84.7
    best: 87.1 (Multi-view* (ours))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Mathematical ReasoningonMathQA
    Answer Accuracy· 2021-07-28
    76.6
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435

Natural Language Processing3 results

  • Question AnsweringonMath23K
    Accuracy (5-fold)· 2021-07-28
    82.4
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Question AnsweringonMath23K
    Accuracy (training-test)· 2021-07-28
    84.7
    best: 87.1 (Multi-view* (ours))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Question AnsweringonMathQA
    Answer Accuracy· 2021-07-28
    76.6
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435

Reasoning3 results

  • Math Word Problem SolvingonMath23K
    Accuracy (5-fold)· 2021-07-28
    82.4
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Math Word Problem SolvingonMath23K
    Accuracy (training-test)· 2021-07-28
    84.7
    best: 87.1 (Multi-view* (ours))
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435
  • Math Word Problem SolvingonMathQA
    Answer Accuracy· 2021-07-28
    76.6
    SOTA
    MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem SolvingarXiv:2107.13435