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…