PERMA is a new benchmark using temporally ordered events, text variability, and linguistic alignment to evaluate LLM memory agents on persona consistency beyond simple retrieval.
2502.20616 , archivePrefix =
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ProfileFoundry supplies a fixed synthetic dataset of 100,000 structured person objects with relational links, events, and consistency checks for LLM agent evaluations in privacy, memory, and tool use.
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PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments
PERMA is a new benchmark using temporally ordered events, text variability, and linguistic alignment to evaluate LLM memory agents on persona consistency beyond simple retrieval.
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ProfileFoundry: A Synthetic Person-Object Substrate for Privacy, Memory, and Tool-Use Evaluation in LLM Agent
ProfileFoundry supplies a fixed synthetic dataset of 100,000 structured person objects with relational links, events, and consistency checks for LLM agent evaluations in privacy, memory, and tool use.