一作ACL 2026Poster· Natural Language Processing
K now M e-Bench: Benchmarking Person Understanding for Lifelong Digital Companions
Tingyu Wu · Zhisheng Chen · Ziyan Weng · Shuhe Wang · Shuo Zhang · Sen Hu · Silin Wu · Qizhen Lan · Huacan Wang · Ronghao Chen
摘要
Existing long-horizon memory benchmarks mostly use multi-turn dialogues or synthetic user histories, which makes retrieval performance an imperfect proxy for person understanding. We present Knowme-Bench, a publicly releasable benchmark built from long-form autobiographical narratives, where acti...