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Models/Multi-view

Multi-view

Reported on 8 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Knowledge Base4 results

  • Mathematical Question AnsweringonMAWPS
    Accuracy (%)· uses extra data· 2022-10-21
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical ReasoningonMAWPS
    Accuracy (%)· uses extra data· 2022-10-21
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical Question AnsweringonMathQA
    Answer Accuracy· uses extra data· 2022-10-21
    80.6
    best: 76.6 (MWP-BERT)
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical ReasoningonMathQA
    Answer Accuracy· uses extra data· 2022-10-21
    80.6
    best: 76.6 (MWP-BERT)
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694

Natural Language Processing2 results

  • Question AnsweringonMAWPS
    Accuracy (%)· uses extra data· 2022-10-21
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Question AnsweringonMathQA
    Answer Accuracy· uses extra data· 2022-10-21
    80.6
    best: 76.6 (MWP-BERT)
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694

Reasoning2 results

  • Math Word Problem SolvingonMAWPS
    Accuracy (%)· uses extra data· 2022-10-21
    92.3
    best: 95.7 (OpenMath-CodeLlama-70B (w/ code))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Math Word Problem SolvingonMathQA
    Answer Accuracy· uses extra data· 2022-10-21
    80.6
    best: 76.6 (MWP-BERT)
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694