Reflexion: Language Agents with Verbal Reinforcement Learning

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: Reusing verbal feedback from prior attempts improved performance on several tested decision, reasoning, and programming tasks.

Impact: Watch feedback-linked episodes. Strengthen the rule that self-reflection cannot independently verify a claim or widen authority.

Boundary: Benchmark feedback can be incomplete or wrong, and improvement does not establish durable correction. Next: when must feedback come from an independent test or human-owned source?

Flags: benchmark transfer; same-system reflection

Record State: Catalog review recorded; not a performance endorsement

What was reviewed: Structure and relevance screened; not a full evaluation

Inspect original source

Recorded chart appearances

  • 2026-10-13: position 63. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
  • 2026-10-12: position 62. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence