Think Then Recommend: An LLM-Powered Multi-Agent Framework for Personalized Conversational Recommender System in E-Commerce.

@inproceedings{zu-2026-think, author = {Yuankun Zu and Xiangyu Cai and Chuchu Yu and Hao Peng and Jia Duan and Long Chen and Kunyao Wang and Zehua Zhang and Changping Peng and Zhangang Lin and Ching Law}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{Think Then Recommend: An LLM-Powered Multi-Agent Framework for Personalized Conversational Recommender System in E-Commerce}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {9160--9168}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3793050}, doi = {https://doi.org/10.1145/3774904.3793050} }