Author

Ningyu Zhang

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Preprint Aug 2026

MemTrapBench: Benchmarking Cognitive Traps in LLM Memory Use

This work identifies memory-induced cognitive traps: even faithfully recorded and semantically relevant memories can distort model reasoning or beliefs and degrade current task performance, and proposes AdaptiveMem, a simple yet effective inference-time method that instructs LLMs to avoid memory traps.

Mengru Wang, Haozhe Luo, Zhenqiang Xu et al. · 0 citations