Task-Aware Automated User Profile Generation for Recommendation Simulation Using Large Language Models.

@inproceedings{wanyan-2026-taskaware, author = {Xinye Wanyan and Chenglong Ma and Jiao Li and Chenglong Ma and Jiao Li and Danula Hettiachchi and Xing Xu and Danula Hettiachchi and Xing Xu and Wei Yu and Ziqi Xu and Wei Yu and Ziqi Xu and Fumin Shen and Jeffrey Chan and Fumin Shen and Jeffrey Chan}, editor = {Hannah Bast and Alistair Moffat and Falk Scholer and Marc Najork and Min Zhang and Hannah Bast and Marc Najork and Min Zhang}, title = {{Task-Aware Automated User Profile Generation for Recommendation Simulation Using Large Language Models}}, booktitle = {{Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2026, MelbourneVICAustralia, July 20-24, 2026}}, pages = {1937--1947}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805712.3809707}, doi = {https://doi.org/10.1145/3805712.3809707} }