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Models/PaCE

PaCE

Reported on 25 benchmarks across 6 tasks · 1 paper · 25 SOTA

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

Natural Language Processing9 results

  • Reading ComprehensiononPhotoChat
    F1· 2023-05-24
    63.8
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Reading ComprehensiononPhotoChat
    Precision· 2023-05-24
    63.3
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Reading ComprehensiononPhotoChat
    Recall· 2023-05-24
    68
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Reading ComprehensiononMMDialog
    F1· 2023-05-24
    77.6
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Response GenerationonMMConv
    BLEU· 2023-05-24
    22
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Response GenerationonMMConv
    Comb.· 2023-05-24
    44.7
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Response GenerationonMMConv
    Inform· 2023-05-24
    34.5
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Response GenerationonMMConv
    Success· 2023-05-24
    13.9
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Response GenerationonSIMMC2.0
    BLEU· 2023-05-24
    34.1
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839

Speech5 results

  • DialogueonMMConv
    Categorical Accuracy· 2023-05-24
    92.2
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • DialogueonMMConv
    Non-Categorical Accuracy· 2023-05-24
    43.4
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • DialogueonMMConv
    Overall· 2023-05-24
    39.2
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • DialogueonSIMMC2.0
    Act F1· 2023-05-24
    97.1
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • DialogueonSIMMC2.0
    Slot F1· 2023-05-24
    87
    best: 88.3 (BART-large)
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839

Computer Vision4 results

  • Image RetrievalonPhotoChat
    R1· 2023-05-24
    15.2
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Image RetrievalonPhotoChat
    R@10· 2023-05-24
    49.6
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Image RetrievalonPhotoChat
    R@5· 2023-05-24
    36.7
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Image RetrievalonPhotoChat
    Sum(R@1,5,10)· 2023-05-24
    101.5
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839

Miscellaneous4 results

  • Intent RecognitiononPhotoChat
    F1· 2023-05-24
    63.8
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Intent RecognitiononPhotoChat
    Precision· 2023-05-24
    63.3
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Intent RecognitiononPhotoChat
    Recall· 2023-05-24
    68
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • Intent RecognitiononMMDialog
    F1· 2023-05-24
    77.6
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839

Methodology3 results

  • RetrievalonImage-Chat
    R@1· 2023-05-24
    51.9
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • RetrievalonImage-Chat
    R@5· 2023-05-24
    76.8
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839
  • RetrievalonImage-Chat
    Sum(R@1,5)· 2023-05-24
    128.7
    SOTA
    PaCE: Unified Multi-modal Dialogue Pre-training with Progressive and Compositional ExpertsarXiv:2305.14839