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When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Researchers identify a performance degradation phase transition in self-evolving LLM agents, where defective distilled skills pollute the agent database.
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