Enhancing conversational search: Large language model-aided informative query rewriting

F Ye, M Fang, S Li, E Yilmaz - arXiv preprint arXiv:2310.09716, 2023 - arxiv.org
Query rewriting plays a vital role in enhancing conversational search by transforming context-
dependent user queries into standalone forms. Existing approaches primarily leverage …

BREAK: Breaking the Dialogue State Tracking Barrier with Beam Search and Re-ranking

S Won, H Kwak, J Shin, J Han… - Proceedings of the 61st …, 2023 - aclanthology.org
Despite the recent advances in dialogue state tracking (DST), the joint goal accuracy (JGA)
of the existing methods on MultiWOZ 2.1 still remains merely 60%. In our preliminary error …

UTMGAT: a unified transformer with memory encoder and graph attention networks for multidomain dialogue state tracking

MA Khan, BK Prasad, G Qi, W Song, F Ye, Z Ali… - Applied …, 2024 - Springer
Spoken dialogue systems (SDS) heavily rely on dialogue state tracking (DST) for success.
However, providing sufficient computational power for training proves challenging, given …

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 …

A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding

A Safa, GG Şahin - arXiv preprint arXiv:2409.15861, 2024 - arxiv.org
Dialogue State Tracking (DST) is crucial for understanding user needs and executing
appropriate system actions in task-oriented dialogues. Majority of existing DST methods are …

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 …

Simulated Task Oriented Dialogues for Developing Versatile Conversational Agents

X Wang, P Sen, R Li, E Yilmaz - European Conference on Information …, 2024 - Springer
Abstract Task-Oriented Dialogue (TOD) Systems are increasingly important for managing a
variety of daily tasks, yet often underperform in unfamiliar scenarios due to limitations in …

GradTOD-A Unified Dialogue State Tracking Model for Task-Oriented and Open Domain Dialogues

TN Liem, SNC Hoai, HN Quoc, TN Van… - 2023 IEEE 15th …, 2023 - ieeexplore.ieee.org
The task-oriented dialogue domain system requires classifying intent and replying to a
specific goal domain. In the sub-module of Task-oriented, the Dialogue State Tracker (DST) …

Leveraging Diverse Data Generation for Domain-Adaptable Dialogue State Tracking

J Finch - 2023 - search.proquest.com
This work investigates improving domain adaptability in Dialogue State Tracking (DST), a
crucial task for integrating conversational AI to real-world software applications. DST …

[引用][C] GradBot-A unified dialogue state tracking and dialogue response model for Task Oriented Dialogues (TOD) and Open Domain Dialogues (ODD)

TN Sinh Nguyen