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Models/Exp-Tree

Exp-Tree

Reported on 16 benchmarks across 4 tasks · 1 paper

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

Knowledge Base8 results

  • Mathematical Question AnsweringonMath23K
    Accuracy (5-fold)· 2023-10-14
    84.1
    best: 94.3 (GPT-4 (Teaching-Inspired))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical Question AnsweringonMath23K
    Accuracy (training-test)· 2023-10-14
    86.2
    best: 87.1 (Multi-view* (ours))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical Question AnsweringonMAWPS
    Accuracy (%)· 2023-10-14
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical Question AnsweringonMathQA
    Answer Accuracy· 2023-10-14
    81.5
    best: 76.6 (MWP-BERT)
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical ReasoningonMath23K
    Accuracy (5-fold)· 2023-10-14
    84.1
    best: 94.3 (GPT-4 (Teaching-Inspired))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical ReasoningonMath23K
    Accuracy (training-test)· 2023-10-14
    86.2
    best: 87.1 (Multi-view* (ours))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical ReasoningonMAWPS
    Accuracy (%)· 2023-10-14
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Mathematical ReasoningonMathQA
    Answer Accuracy· 2023-10-14
    81.5
    best: 76.6 (MWP-BERT)
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619

Natural Language Processing4 results

  • Question AnsweringonMath23K
    Accuracy (5-fold)· 2023-10-14
    84.1
    best: 94.3 (GPT-4 (Teaching-Inspired))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Question AnsweringonMath23K
    Accuracy (training-test)· 2023-10-14
    86.2
    best: 87.1 (Multi-view* (ours))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Question AnsweringonMAWPS
    Accuracy (%)· 2023-10-14
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Question AnsweringonMathQA
    Answer Accuracy· 2023-10-14
    81.5
    best: 76.6 (MWP-BERT)
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619

Reasoning4 results

  • Math Word Problem SolvingonMath23K
    Accuracy (5-fold)· 2023-10-14
    84.1
    best: 94.3 (GPT-4 (Teaching-Inspired))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Math Word Problem SolvingonMath23K
    Accuracy (training-test)· 2023-10-14
    86.2
    best: 87.1 (Multi-view* (ours))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Math Word Problem SolvingonMAWPS
    Accuracy (%)· 2023-10-14
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619
  • Math Word Problem SolvingonMathQA
    Answer Accuracy· 2023-10-14
    81.5
    best: 76.6 (MWP-BERT)
    An Expression Tree Decoding Strategy for Mathematical Equation GenerationarXiv:2310.09619