Give a model more memory and retrieval scores soar — but natural integration and user satisfaction never move.
MemUse evaluates memory at the moments real users actually cue it — "as I wrote yesterday…", "do you remember…?" — mined from a 4-month deployment of an AI diary companion and verified by human… See the full description on the dataset page: https://huggingface.co/datasets/RuiSumida/memuse.