AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment.

@inproceedings{xiao-2026-alpsbench, author = {Jianfei Xiao and Ian Soboroff and Xiang Yu and Chengbing Wang and Zhaochun Ren and Ian Soboroff and Xiang Yu and Erli Meng and Kaining Liu and Chengbing Wang and Zhaochun Ren and Fan Zhang and Hongxun Ding and Wuqiang Zheng and Chenliang Li and Yang Zhang and Xinyu Lin and Bin Wang and Wenjie Wang and Erli Meng and Kaining Liu and Aixin Sun and Fuli Feng and Fan Zhang and Hongxun Ding and Chenliang Li and Yang Zhang and Bin Wang and Wenjie Wang and Aixin Sun and Fuli Feng and Xiangnan He}, 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 = {{AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment}}, booktitle = {{Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2026, MelbourneVICAustralia, July 20-24, 2026}}, pages = {3489--3497}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805712.3808634}, doi = {https://doi.org/10.1145/3805712.3808634} }