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Models/Classification-based model

Classification-based model

Reported on 44 benchmarks across 4 tasks · 1 paper · 44 SOTA

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

Speech11 results

  • DialogueonFusedChat
    BLEU· 2021-09-09
    12.17
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Inform· 2021-09-09
    75.1
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Inform_mct· 2021-09-09
    90.8
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Joint SA· 2021-09-09
    0.6
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    PPL· 2021-09-09
    10.5
    best: 10.49 (Two-in-one model)
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    SSA· 2021-09-09
    0.55
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Sensibleness· 2021-09-09
    0.58
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Slot Accuracy· 2021-09-09
    0.973
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Specificity· 2021-09-09
    0.51
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Success· 2021-09-09
    60.9
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • DialogueonFusedChat
    Success_mct· 2021-09-09
    74.4
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137

Adversarial11 results

  • Text GenerationonFusedChat
    BLEU· 2021-09-09
    12.17
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Inform· 2021-09-09
    75.1
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Inform_mct· 2021-09-09
    90.8
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Joint SA· 2021-09-09
    0.6
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    PPL· 2021-09-09
    10.5
    best: 10.49 (Two-in-one model)
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    SSA· 2021-09-09
    0.55
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Sensibleness· 2021-09-09
    0.58
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Slot Accuracy· 2021-09-09
    0.973
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Specificity· 2021-09-09
    0.51
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Success· 2021-09-09
    60.9
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Text GenerationonFusedChat
    Success_mct· 2021-09-09
    74.4
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137

Methodology11 results

  • ChatbotonFusedChat
    BLEU· 2021-09-09
    12.17
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Inform· 2021-09-09
    75.1
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Inform_mct· 2021-09-09
    90.8
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Joint SA· 2021-09-09
    0.6
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    PPL· 2021-09-09
    10.5
    best: 10.49 (Two-in-one model)
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    SSA· 2021-09-09
    0.55
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Sensibleness· 2021-09-09
    0.58
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Slot Accuracy· 2021-09-09
    0.973
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Specificity· 2021-09-09
    0.51
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Success· 2021-09-09
    60.9
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • ChatbotonFusedChat
    Success_mct· 2021-09-09
    74.4
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137

Natural Language Processing11 results

  • Dialogue GenerationonFusedChat
    BLEU· 2021-09-09
    12.17
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Inform· 2021-09-09
    75.1
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Inform_mct· 2021-09-09
    90.8
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Joint SA· 2021-09-09
    0.6
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    PPL· 2021-09-09
    10.5
    best: 10.49 (Two-in-one model)
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    SSA· 2021-09-09
    0.55
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Sensibleness· 2021-09-09
    0.58
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Slot Accuracy· 2021-09-09
    0.973
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Specificity· 2021-09-09
    0.51
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Success· 2021-09-09
    60.9
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137
  • Dialogue GenerationonFusedChat
    Success_mct· 2021-09-09
    74.4
    SOTA
    Fusing task-oriented and open-domain dialogues in conversational agentsarXiv:2109.04137