Author

Madhusudhanan Chandrasekaran

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Jul 2026

Reflection or Re-Generation? Why LLM Revision Fails Where Human Revision Succeeds

The Human-LLM Reflection Framework is introduced, a controlled two-pass protocol comparing human and LLM revision under identical conditions across self-, peer-, and cross-agent settings, using an information-theoretic analysis based on per-iteration cross-entropy reduction.

Ye-Fan Tao, Gerald Friedland, Madhusudhanan Chandrasekaran et al. · arXiv.org · 0 citations