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Models/Multi-view* (ours)

Multi-view* (ours)

Reported on 8 benchmarks across 4 tasks · 1 paper · 8 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 AnsweringonMath23K
    Accuracy (5-fold)· uses extra data· 2022-10-21
    85.2
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical Question AnsweringonMath23K
    Accuracy (training-test)· uses extra data· 2022-10-21
    87.1
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical ReasoningonMath23K
    Accuracy (5-fold)· uses extra data· 2022-10-21
    85.2
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Mathematical ReasoningonMath23K
    Accuracy (training-test)· uses extra data· 2022-10-21
    87.1
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694

Natural Language Processing2 results

  • Question AnsweringonMath23K
    Accuracy (5-fold)· uses extra data· 2022-10-21
    85.2
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Question AnsweringonMath23K
    Accuracy (training-test)· uses extra data· 2022-10-21
    87.1
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694

Reasoning2 results

  • Math Word Problem SolvingonMath23K
    Accuracy (5-fold)· uses extra data· 2022-10-21
    85.2
    best: 94.3 (GPT-4 (Teaching-Inspired))
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694
  • Math Word Problem SolvingonMath23K
    Accuracy (training-test)· uses extra data· 2022-10-21
    87.1
    SOTA
    Multi-View Reasoning: Consistent Contrastive Learning for Math Word ProblemarXiv:2210.11694