@article{evolmemacognitivedrivenbenchmarkformulti, title = {EvolMem: A Cognitive-Driven Benchmark for Multi-Session Dialogue Memory}, author = {Ye Shen and Dun Pei and Yiqiu Guo and Junying Wang and Yijin Guo and Zicheng Zhang and Qi Jia and Jun Zhou and Guangtao Zhai}, year = {2026}, eprint = {2601.03543}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.03543}, }