New evidence-extraction metrics and a redact-and-retry framework with constrained filtering substantially improve LLM performance on document inconsistency detection, supported by experiments on a released semi-synthetic dataset.
Example: ‘The doctor spoke highly of the project and called it a breakthrough’ vs
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Improved Evidence Extraction and Metrics for Document Inconsistency Detection with LLMs
New evidence-extraction metrics and a redact-and-retry framework with constrained filtering substantially improve LLM performance on document inconsistency detection, supported by experiments on a released semi-synthetic dataset.