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Exact Feedback Is Not Control: Evaluating Text-based Closed-Loop Revision in LLMs
Closed-loop revision is increasingly used in large language model (LLM) applications, but failures may reflect incomplete feedback or ineffective responses to correct feedback. We introduce a fixed-budget revision protocol with deterministic verifiers that report all remaining violations across exac
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