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English Information

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Authors
# Name
1 Antony de Medeiros(amedeiros@inf.puc-rio.br)
2 Sergio Lifschitz(sergio@inf.puc-rio.br)
3 Daniel Schwabe(dschwabe@gmail.com)

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Reference
# Reference
1 Aliannejadi, M., Azzopardi, L., Kiesel, J., and Croft, W. B. (2024a). Clarifying the path to user satisfaction: An investigation into clarification usefulness. arXiv preprint arXiv:2402.01934.
2 Aliannejadi, M., Kiesel, J., and Croft, W. B. (2024b). Responses to conversational information retrieval clarifying questions with user emotions. In Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval. Accepted to EACL 2024. Also on arXiv:2402.01934.
3 Aliannejadi, M., Kiesel, J., Zamani, H., and Croft, W. B. (2020). Generating clarifying questions for open-domain conversational search. In Proceedings of The Web Conference 2020, pages 1029–1040.
4 Dewey, J. (1910). How we think. D.C. Heath & Co., Boston.
5 Eberhart, Z. and McMillan, C. (2022). Generating clarifying questions for query refinement in source code search. arXiv preprint arXiv:2201.09974.
6 Ginzburg, J. (2001). Understanding and answering questions. Language and Communication, 21(4):331–360.
7 Google AI (2024). Learning to clarify: Multi-turn conversations with actionbased contrastive self-training. https://research.google/blog/ learning-to-clarify-multi-turn-conversations-with-action-\ based-contrastive-self-training/. Accessed: June 7, 2025.
8 Kumar, V., Saha, P., and Mitra, C. (2020). Ranking clarification questions via natural language inference. In Proceedings of the 29th ACM International Conference on Information and Knowledge Management, pages 3109–3112.
9 Purver, M., Ginzburg, J., and Healey, P. (2003). Clarification in spoken dialogue systems. In Proceedings of the AAAI Spring Symposium on Natural Language Generation in Dynamic Settings, pages 56–63.
10 Rao, S. and Daum´e III, H. (2018). Learning to ask clarifying questions. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers), pages 1119–1129.
11 Zamani, H., Dumais, S. T., Craswell, N., Bennett, P. N., and Lueck, G. (2020). Generating clarifying questions for information retrieval. In Proceedings of The Web Conference 2020, pages 1018–1028.