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cs.SE2026

Revision or Re-Solving? Decomposing Second-Pass Gains in Multi-LLM Pipelines

Jingjie Ning, Xueqi Li, Chengyu Yu

Multi-LLM revision pipelines, in which a second model reviews and improves a draft produced by a first, are widely assumed to derive their gains from genuine error correction. We q…