Schema Graph-Guided Prompt for Multi-Domain Dialogue State Tracking

R Su, TW Wu, BH Juang - arXiv preprint arXiv:2311.06345, 2023 - arxiv.org
Tracking dialogue states is an essential topic in task-oriented dialogue systems, which
involve filling in the necessary information in pre-defined slots corresponding to a schema …

Are LLMs Robust for Spoken Dialogues?

SM Mousavi, G Roccabruna, S Alghisi… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Pre-Trained Language Models have demonstrated state-of-the-art performance in
different downstream tasks, including dialogue state tracking and end-to-end response …

Multi-domain gate and interactive dual attention for multi-domain dialogue state tracking

X Jia, R Zhang, M Peng - Knowledge-Based Systems, 2024 - Elsevier
Multi-domain dialogue state tracking (MDST) is a crucial component of task-oriented
dialogue systems. In the context of multi-turn dialogues between the user and the system …

External Slot Relationship Memory for Multi-Domain Dialogue State Tracking

X Xing, C Yang, D Lin, D Teng, P Chen, X Zhang - Applied Sciences, 2023 - mdpi.com
Dialogue state tracking is an essential component in multi-domain dialogue systems that
aims to accurately determine the current dialogue state based on the dialogue history …

Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation

C Niu, X Wang, X Cheng, J Song, T Zhang - arXiv preprint arXiv …, 2024 - arxiv.org
Dialogue State Tracking (DST) is designed to monitor the evolving dialogue state in the
conversations and plays a pivotal role in developing task-oriented dialogue systems …

GLMDST: Chinese Dialogue State Tracking Framework Driven by LLM

Z Jia, B Li - 2024 36th Chinese Control and Decision …, 2024 - ieeexplore.ieee.org
Dialogue State Tracking (DST) is an important component in task-oriented dialogue
systems. Accurate dialogue state tracking is essential for generating correct dialogue actions …

Beyond Turn-Based Interfaces: Synchronous LLMs as Full-Duplex Dialogue Agents

B Veluri, BN Peloquin, B Yu, H Gong… - arXiv preprint arXiv …, 2024 - arxiv.org
Despite broad interest in modeling spoken dialogue agents, most approaches are
inherently" half-duplex"--restricted to turn-based interaction with responses requiring explicit …