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Models/Two-in-one model

Two-in-one model

Reported on 44 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.

Speech11 results

DialogueonFusedChat
PPL· 2021-09-09
10.49
SOTA
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
BLEU· 2021-09-09
12.05
best: 12.17 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Inform· 2021-09-09
70.4
best: 75.1 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Inform_mct· 2021-09-09
90.1
best: 90.8 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Joint SA· 2021-09-09
0.592
best: 0.6 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
SSA· 2021-09-09
0.5
best: 0.55 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Sensibleness· 2021-09-09
0.52
best: 0.58 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Slot Accuracy· 2021-09-09
0.972
best: 0.973 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Specificity· 2021-09-09
0.47
best: 0.51 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Success· 2021-09-09
57
best: 60.9 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
DialogueonFusedChat
Success_mct· 2021-09-09
72.7
best: 74.4 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137

Adversarial11 results

Text GenerationonFusedChat
PPL· 2021-09-09
10.49
SOTA
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
BLEU· 2021-09-09
12.05
best: 12.17 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Inform· 2021-09-09
70.4
best: 75.1 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Inform_mct· 2021-09-09
90.1
best: 90.8 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Joint SA· 2021-09-09
0.592
best: 0.6 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
SSA· 2021-09-09
0.5
best: 0.55 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Sensibleness· 2021-09-09
0.52
best: 0.58 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Slot Accuracy· 2021-09-09
0.972
best: 0.973 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Specificity· 2021-09-09
0.47
best: 0.51 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Success· 2021-09-09
57
best: 60.9 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Text GenerationonFusedChat
Success_mct· 2021-09-09
72.7
best: 74.4 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137

Methodology11 results

ChatbotonFusedChat
PPL· 2021-09-09
10.49
SOTA
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
BLEU· 2021-09-09
12.05
best: 12.17 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Inform· 2021-09-09
70.4
best: 75.1 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Inform_mct· 2021-09-09
90.1
best: 90.8 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Joint SA· 2021-09-09
0.592
best: 0.6 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
SSA· 2021-09-09
0.5
best: 0.55 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Sensibleness· 2021-09-09
0.52
best: 0.58 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Slot Accuracy· 2021-09-09
0.972
best: 0.973 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Specificity· 2021-09-09
0.47
best: 0.51 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Success· 2021-09-09
57
best: 60.9 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
ChatbotonFusedChat
Success_mct· 2021-09-09
72.7
best: 74.4 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137

Natural Language Processing11 results

Dialogue GenerationonFusedChat
PPL· 2021-09-09
10.49
SOTA
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
BLEU· 2021-09-09
12.05
best: 12.17 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Inform· 2021-09-09
70.4
best: 75.1 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Inform_mct· 2021-09-09
90.1
best: 90.8 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Joint SA· 2021-09-09
0.592
best: 0.6 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
SSA· 2021-09-09
0.5
best: 0.55 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Sensibleness· 2021-09-09
0.52
best: 0.58 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Slot Accuracy· 2021-09-09
0.972
best: 0.973 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Specificity· 2021-09-09
0.47
best: 0.51 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Success· 2021-09-09
57
best: 60.9 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137
Dialogue GenerationonFusedChat
Success_mct· 2021-09-09
72.7
best: 74.4 (Classification-based model)
Fusing task-oriented and open-domain dialogues in conversational agents arXiv:2109.04137