Zero-shot Cross-domain Dialogue State Tracking via Context-aware Auto-prompting and Instruction-following Contrastive Decoding

X Dong, Y Feng, Z Lu, G Shi, XM Wu - Proceedings of the 2024 …, 2024 - aclanthology.org
Zero-shot cross-domain dialogue state tracking (DST) enables us to manage task-oriented
dialogues in new, unseen domains without the cost of collecting in-domain data. Previous …

Towards Robust Dialogue State Tracking in Unseen Scenarios: Leveraging Semantic-Independent Expert Mixtures for Zero-Shot Adaptation

T Tran, L Fernandez - Baltic Multidisciplinary journal, 2024 - balticsciencejournals.com
In recent years, dialogue state tracking (DST) has emerged as a critical component in the
development of intelligent conversational agents. As the demand for more adaptable and …