Are LLMs All You Need for Task-Oriented Dialogue?

13 April 2023

Papers citing "Are LLMs All You Need for Task-Oriented Dialogue?"

32 / 32 papers shown

Title
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations Chalamalasetti Kranti Sherzod Hakimov David Schlangen LLMAG 49 0 0 08 May 2025
Agent Guide: A Simple Agent Behavioral Watermarking Framework Kaibo Huang Zhongliang Yang Linna Zhou 41 0 0 08 Apr 2025
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions Emre Can Acikgoz Cheng Qian Hongru Wang Vardhan Dongre Xiusi Chen Heng Ji Dilek Hakkani-Tur Gokhan Tur LM&Ro ELM 55 1 0 07 Apr 2025
Rehearse With User: Personalized Opinion Summarization via Role-Playing based on Large Language Models Yanyue Zhang Yulan He Deyu Zhou 42 0 0 01 Mar 2025
HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals Lingbo Mo Shun Jiang Akash Maharaj Bernard Hishamunda Yunyao Li 47 0 0 11 Nov 2024
Developing a Tutoring Dialog Dataset to Optimize LLMs for Educational Use Menna Fateen Tsunenori Mine 32 1 0 25 Oct 2024
A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding Abdulfattah Safa Gözde Gül Şahin 48 1 0 24 Sep 2024
Confidence Estimation for LLM-Based Dialogue State Tracking Yi-Jyun Sun Suvodip Dey Dilek Z. Hakkani-Tür Gokhan Tur 48 1 0 15 Sep 2024
Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding Renato Vukovic David Arps Carel van Niekerk Benjamin Matthias Ruppik Hsien-chin Lin Michael Heck Milica Gašić 46 1 0 05 Aug 2024
Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue Huifang Du Shuqin Li Minghao Wu Xuejing Feng Yuan-Fang Li Haofen Wang OffRL 86 1 0 20 Jun 2024
Large Language Models as Software Components: A Taxonomy for LLM-Integrated Applications Irene Weber 43 7 0 13 Jun 2024
Should We Fine-Tune or RAG? Evaluating Different Techniques to Adapt LLMs for Dialogue Simone Alghisi Massimo Rizzoli Gabriel Roccabruna Seyed Mahed Mousavi Giuseppe Riccardi OffRL 44 8 0 10 Jun 2024
Comparing Data Augmentation Methods for End-to-End Task-Oriented Dialog Systems Christos Vlachos Themos Stafylakis Ion Androutsopoulos 51 1 0 10 Jun 2024
Personalized Topic Selection Model for Topic-Grounded Dialogue Shixuan Fan Wei Wei Xiaofei Wen Xianling Mao Jixiong Chen Dangyang Chen 24 2 0 04 Jun 2024
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization Yu-Min Tseng Yu-Chao Huang Teng-Yun Hsiao Yu-Ching Hsu Chao-Wei Huang Jia-Yin Foo Yun-Nung Chen LLMAG 259 68 0 03 Jun 2024
Synergizing In-context Learning with Hints for End-to-end Task-oriented Dialog Systems Vishal Vivek Saley Rocktim Jyoti Das Dinesh Raghu Mausam 21 1 0 24 May 2024
Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation Cheng Niu Xingguang Wang Xuxin Cheng Juntong Song Tong Zhang 43 10 0 17 May 2024
DuetSim: Building User Simulator with Dual Large Language Models for Task-Oriented Dialogues Xiang Luo Zhiwen Tang Jin Wang Xuejie Zhang 31 5 0 16 May 2024
Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models Chris Samarinas Pracha Promthaw Atharva Nijasure Hansi Zeng Julian Killingback Hamed Zamani 31 1 0 23 Apr 2024
Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue Zhenhong Zhou Jiuyang Xiang Haopeng Chen Quan Liu Zherui Li Sen Su 32 19 0 27 Feb 2024
Chitchat as Interference: Adding User Backstories to Task-Oriented Dialogues Armand Stricker P. Paroubek 41 3 0 23 Feb 2024
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering Haoyu Wang Ruirui Li Haoming Jiang Jinjin Tian Zhengyang Wang Chen Luo Xianfeng Tang Monica Cheng Tuo Zhao Jing Gao RALM KELM 41 16 0 16 Feb 2024
DIALIGHT: Lightweight Multilingual Development and Evaluation of Task-Oriented Dialogue Systems with Large Language Models Songbo Hu Xiaobin Wang Moy Yuan Anna Korhonen Ivan Vulić 32 3 0 04 Jan 2024
A Survey of Text Watermarking in the Era of Large Language Models Aiwei Liu Leyi Pan Yijian Lu Jingjing Li Xuming Hu Xi Zhang Lijie Wen Irwin King Hui Xiong Philip S. Yu WaLM 43 51 0 13 Dec 2023
A Survey of the Evolution of Language Model-Based Dialogue Systems Hongru Wang Lingzhi Wang Yiming Du Liang Chen Jing Zhou Yufei Wang Kam-Fai Wong LRM 59 20 0 28 Nov 2023
OrchestraLLM: Efficient Orchestration of Language Models for Dialogue State Tracking Chia-Hsuan Lee Hao Cheng Mari Ostendorf 47 4 0 16 Nov 2023
SQATIN: Supervised Instruction Tuning Meets Question Answering for Improved Dialogue NLU E. Razumovskaia Goran Glavas Anna Korhonen Ivan Vulić LRM 29 2 0 16 Nov 2023
LEEETs-Dial: Linguistic Entrainment in End-to-End Task-oriented Dialogue systems Nalin Kumar Ondrej Dusek 21 0 0 15 Nov 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022
Robustness through Data Augmentation Loss Consistency Tianjian Huang Shaunak Halbe Chinnadhurai Sankar P. Amini Satwik Kottur A. Geramifard Meisam Razaviyayn Ahmad Beirami OOD 39 8 0 21 Oct 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 280 1,595 0 18 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018