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Models/AuGPT

AuGPT

Reported on 6 benchmarks across 1 task · 1 paper · 4 SOTA

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

Speech6 results

DialogueonMULTIWOZ 2.0
MultiWOZ (Inform)· uses extra data· 2021-02-09
90.2
best: 94.4 (GALAXY)
SOTA
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126
DialogueonMULTIWOZ 2.0
MultiWOZ (Success)· uses extra data· 2021-02-09
75.5
best: 85.3 (GALAXY)
SOTA
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126
DialogueonMULTIWOZ 2.1
MultiWOZ (Inform)· uses extra data· 2021-02-09
91.4
best: 95.3 (GALAXY)
SOTA
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126
DialogueonMULTIWOZ 2.1
MultiWOZ (Success)· uses extra data· 2021-02-09
72.9
best: 86.2 (GALAXY)
SOTA
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126
DialogueonMULTIWOZ 2.0
BLEU· uses extra data· 2021-02-09
17.2
best: 20.6 (Noisy Channel Model)
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126
DialogueonMULTIWOZ 2.1
BLEU· uses extra data· 2021-02-09
17.2
best: 20.01 (GALAXY)
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models arXiv:2102.05126