Papers by Quang-Minh Tran
SynTOD: Augmented Response Synthesis for Robust End-to-End Task-Oriented Dialogue System (2024.lrec-main)
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| Challenge: | Task-oriented dialogue systems focus on training multiple tasks such as language understanding, tracking states, and generating appropriate responses to help users achieve their specific goals. |
| Approach: | They exploit the ability of pre-trained models to provide synthesis responses for fine-tuning end-to-end TOD systems. |
| Outcome: | The proposed model outperforms baseline models on multiwoz datasets and is available for further exploitation. |