作者位次 #2/11SIGIR 2026Poster· Information Retrieval (Resource)
AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment
Jianfei Xiao · Xiang Yu · Chengbing Wang · Wuqiang Zheng · Xinyu Lin · Kaining Liu · Hongxun Ding · Yang Zhang · Wenjie Wang · Fuli Feng · Xiangnan He
摘要
As Large Language Models (LLMs) evolve into lifelong AI assistants, LLM personalization has become a critical frontier. However, progress is currently bottlenecked by the absence of a gold-standard evaluation benchmark. Existing benchmarks either overlook personalized information management that...