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arXiv cs.LG · Papers

Correction and Corruption: A Two-Rate View of Error Flow in LLM Protocols

arXiv:2604.18245v3 Announce Type: replace Abstract: Large language models operate in protocols containing multiple calls, yet added calls are usually evaluated only by their net effect. That summary cannot distinguish correcting unsuccessful outputs from corrupting initially successful ones. We develop a paired audit r