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Models/Graph2Tree with RoBERTa

Graph2Tree with RoBERTa

Reported on 16 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Knowledge Base8 results

  • Mathematical Question AnsweringonMAWPS
    Accuracy (%)· 2021-03-12
    88.7
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical Question AnsweringonASDiv-A
    Execution Accuracy· 2021-03-12
    82.2
    best: 91 (ATHENA (roberta-large))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical Question AnsweringonSVAMP
    Accuracy· uses extra data· 2021-03-12
    43.8
    best: 94.2 (GPT-4 DUP)
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical Question AnsweringonSVAMP
    Execution Accuracy· uses extra data· 2021-03-12
    43.8
    best: 93.9 (GPT-4 (Teaching-Inspired))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical ReasoningonMAWPS
    Accuracy (%)· 2021-03-12
    88.7
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical ReasoningonASDiv-A
    Execution Accuracy· 2021-03-12
    82.2
    best: 91 (ATHENA (roberta-large))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical ReasoningonSVAMP
    Accuracy· uses extra data· 2021-03-12
    43.8
    best: 94.2 (GPT-4 DUP)
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Mathematical ReasoningonSVAMP
    Execution Accuracy· uses extra data· 2021-03-12
    43.8
    best: 93.9 (GPT-4 (Teaching-Inspired))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191

Natural Language Processing4 results

  • Question AnsweringonMAWPS
    Accuracy (%)· 2021-03-12
    88.7
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Question AnsweringonASDiv-A
    Execution Accuracy· 2021-03-12
    82.2
    best: 91 (ATHENA (roberta-large))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Question AnsweringonSVAMP
    Accuracy· uses extra data· 2021-03-12
    43.8
    best: 94.2 (GPT-4 DUP)
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Question AnsweringonSVAMP
    Execution Accuracy· uses extra data· 2021-03-12
    43.8
    best: 93.9 (GPT-4 (Teaching-Inspired))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191

Reasoning4 results

  • Math Word Problem SolvingonMAWPS
    Accuracy (%)· 2021-03-12
    88.7
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Math Word Problem SolvingonASDiv-A
    Execution Accuracy· 2021-03-12
    82.2
    best: 91 (ATHENA (roberta-large))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Math Word Problem SolvingonSVAMP
    Accuracy· uses extra data· 2021-03-12
    43.8
    best: 94.2 (GPT-4 DUP)
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191
  • Math Word Problem SolvingonSVAMP
    Execution Accuracy· uses extra data· 2021-03-12
    43.8
    best: 93.9 (GPT-4 (Teaching-Inspired))
    SOTA
    Are NLP Models really able to Solve Simple Math Word Problems?arXiv:2103.07191