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Dialogue systems and large language models (LLMs) have gained considerable attention.
Bleu: a method for automatic evaluation of machine translation. In Proceedings of the 40th annual meeting of the Association for Computational Linguistics . 311–318
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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Rouge: A package for automatic evaluation of summaries. In Text summarization branches out . 74–81
Chin-Yew Lin. 2004 · 2004
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Thinking, fast and slow
Daniel Kahneman. 2011 · 2011
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Proximal policy optimization algorithms
John Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, and Oleg Klimov. 2017 · 2017
Earlier work this paper cites.
MultiWOZ–a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling
Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Inigo Casanueva, Stefan Ultes, Osman Ramadan, and Milica Gašić. 2018 · 2018
Earlier work this paper cites.
Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 34. 8689–8696
Abhinav Rastogi, Xiaoxue Zang, Srinivas Sunkara, Raghav Gupta, and Pranav Khaitan. 2020 · 2020
Earlier work this paper cites.
Jianhong Wang, Yuan Zhang, Tae-Kyun Kim, and Yunjie Gu. 2020b · 2020
Earlier work this paper cites.
Multi-domain dialogue acts and response co-generation
Kai Wang, Junfeng Tian, Rui Wang, Xiaojun Quan, and Jianxing Yu. 2020a · 2020
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A comparative study on language models for task-oriented dialogue systems. In 2021 8th International Conference on Advanced Informatics: Concepts, Theory and Applications (ICAICTA) . IEEE, 1–5
Vinsen Marselino Andreas, Genta Indra Winata, and Ayu Purwarianti. 2021 · 2021
Earlier work this paper cites.
Improving end-to-end task-oriented dialog system with a simple auxiliary task. In Findings of the Association for Computational Linguistics: EMNLP 2021 . 1296–1303
Yohan Lee. 2021 · 2021
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Multi-task pre-training for plug-and-play task-oriented dialogue system
Yixuan Su, Lei Shu, Elman Mansimov, Arshit Gupta, Deng Cai, Yi-An Lai, and Yi Zhang. 2021 · 2021
Cited alongside, same era.
Simulating user satisfaction for the evaluation of task-oriented dialogue systems. In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval . 2499–2506
Weiwei Sun, Shuo Zhang, Krisztian Balog, Zhaochun Ren, Pengjie Ren, Zhumin Chen, and Maarten de Rijke. 2021 · 2021
Cited alongside, same era.
Scaling instruction-finetuned language models
Hyung Won Chung, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, et al · 2022
Cited alongside, same era.
User Satisfaction Estimation with Sequential Dialogue Act Modeling in Goal-oriented Conversational Systems. In Proceedings of the ACM Web Conference 2022 . 2998–3008
Yang Deng, Wenxuan Zhang, Wai Lam, Hong Cheng, and Helen Meng. 2022 · 2022
Cited alongside, same era.
Context-aware language modeling for goal-oriented dialogue systems
Charlie Snell, Sherry Yang, Justin Fu, Yi Su, and Sergey Levine. 2022 · 2022
Later among the works it cites.
Reinforced Language Modeling for End-to-End Task Oriented Dialog
Xiao Yu, Qingyang Wu, Kun Qian, and Zhou Yu. 2022 · 2022
Later among the works it cites.
The SimIIR 2.0 Framework: User Types, Markov Model-Based Interaction Simulation, and Advanced Query Generation. In Proceedings of the 31st ACM International Conference on Information & Knowledge Management . 4661–4666
Saber Zerhoudi, Sebastian Günther, Kim Plassmeier, Timo Borst, Christin Seifert, Matthias Hagen, and Michael Granitzer. 2022 · 2022
Later among the works it cites.
Task-Optimized Adapters for an End-to-End Task-Oriented Dialogue System
Namo Bang, Jeehyun Lee, and Myoung-Wan Koo. 2023 · 2023
Closest in time.
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Interactive query clarification and refinement via user simulation. In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval . 2420–2425
Pierre Erbacher, Ludovic Denoyer, and Laure Soulier. 2022 · 2022
Cited alongside, same era.
Galaxy: A generative pre-trained model for task-oriented dialog with semi-supervised learning and explicit policy injection. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 36. 10749–10757
Wanwei He, Yinpei Dai, Yinhe Zheng, Yuchuan Wu, Zheng Cao, Dermot Liu, Peng Jiang, Min Yang, Fei Huang, Luo Si, et al · 2022
Cited alongside, same era.
A multi-task based neural model to simulate users in goal oriented dialogue systems. In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval . 2115–2119
To Eun Kim and Aldo Lipani. 2022 · 2022
Cited alongside, same era.
Large language models are zero-shot reasoners
Takeshi Kojima, Shixiang Shane Gu, Machel Reid, Yutaka Matsuo, and Yusuke Iwasawa. 2022 · 2022
Cited alongside, same era.
Controllable Dialogue Simulation with In-context Learning. In Findings of the Association for Computational Linguistics: EMNLP 2022 . Association for Computational Linguistics, Abu Dhabi, United Arab Emirates, 4330–4347
Zekun Li, Wenhu Chen, Shiyang Li, Hong Wang, Jing Qian, and Xifeng Yan. 2022 · 2022
Cited alongside, same era.
Is discourse role important for emotion recognition in conversation?. In Proceedings of the AAAI Conference on Artificial Intelligence , Vol. 36. 11121–11129
Donovan Ong, Jian Su, Bin Chen, Anh Tuan Luu, Ashok Narendranath, Yue Li, Shuqi Sun, Yingzhan Lin, and Haifeng Wang. 2022 · 2022
Cited alongside, same era.
Yue Feng, Yunlong Jiao, Animesh Prasad, Nikolaos Aletras, Emine Yilmaz, and Gabriella Kazai. 2023 · 2023
Closest in time.
Are LLMs All You Need for Task-Oriented Dialogue?
Vojtěch Hudeček and Ondřej Dušek. 2023 · 2023
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Guiding Large Language Models via Directional Stimulus Prompting
Zekun Li, Baolin Peng, Pengcheng He, Michel Galley, Jianfeng Gao, and Xifeng Yan. 2023 · 2023
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Multi-Scale Receptive Field Graph Model for Emotion Recognition in Conversations. In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . IEEE, 1–5
Jie Wei, Guanyu Hu, Luu Anh Tuan, Xinyu Yang, and Wenjing Zhu. 2023 · 2023
Closest in time.
Modeling User Satisfaction Dynamics in Dialogue via Hawkes Process
Fanghua Ye, Zhiyuan Hu, and Emine Yilmaz. 2023 · 2023
Closest in time.