Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

Catalog evidence and recorded chart appearances. Inclusion is not an endorsement.

Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.

Evidence and limits

Finding: Incremental interaction evaluates retrieval, test-time learning, long-range understanding and selective forgetting separately.

Impact: Watch the recorded review topic (see source), the recorded review topic (see source).

Boundary: Some tasks repackage existing datasets, including LongMemEval; these are not independent corroboration. Budget-limited system coverage and assumed context caching bound cost comparisons. Next: Preserve dataset overlap and distinguish measured memory updates from task learning and model knowledge. Added candidate with Selected full-text review; not an exhaustive evaluation appraisal; not full-text validated, replicated or adopted

Flags: Selected full-text review; not an exhaustive evaluation: Some tasks repackage existing datasets, including LongMemEval; these are not independent corroboration. Budget-limited system coverage and assumed context caching bound cost comparisons.

Record State: Candidate only: not accepted into the reviewed catalog

What was reviewed: Selected full-text review; not an exhaustive evaluation

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Recorded chart appearances

  • 2026-10-13: position 50. Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
  • 2026-10-12: position 49. Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence