Let the LLMs Talk: Simulating Human-to-Human Conversational QA via Zero-Shot LLM-to-LLM Interactions

Author:

Abbasiantaeb Zahra1ORCID,Yuan Yifei2ORCID,Kanoulas Evangelos1ORCID,Aliannejadi Mohammad1ORCID

Affiliation:

1. University of Amsterdam, Amsterdam, Netherlands

2. The Chinese University of Hong Kong, Hong Kong, Hong Kong

Publisher

ACM

Reference56 articles.

1. Hervé Abdi. 2007. The Kendall Rank Correlation Coefficient. arXiv abs/1507.01427.

2. Jafar Afzali, Aleksander Mark Drzewiecki, Krisztian Balog, and Shuo Zhang. 2023. UserSimCRS: A User Simulation Toolkit for Evaluating Conversational Recommender Systems. arXiv abs/2301.05544 (2023).

3. Rachith Aiyappa, Jisun An, Haewoon Kwak, and Yong-Yeol Ahn. 2023. Can we trust the evaluation on ChatGPT? arXiv abs/2303.12767 (2023).

4. Mohammad Aliannejadi, Hamed Zamani, Fabio Crestani, and W. Bruce Croft. 2019. Asking Clarifying Questions in Open-Domain Information-Seeking Conversations. In Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval.

5. Arian Askari, Mohammad Aliannejadi, E. Kanoulas, and Suzan Verberne. 2023. Generating Synthetic Documents for Cross-Encoder Re-Rankers: A Comparative Study of ChatGPT and Human Experts. arXiv abs/2305.02320 (2023).

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1. TREC iKAT 2023: A Test Collection for Evaluating Conversational and Interactive Knowledge Assistants;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

2. Analysing Utterances in LLM-Based User Simulation for Conversational Search;ACM Transactions on Intelligent Systems and Technology;2024-05-17

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