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Robert W. Williams

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Preprint Jul 2026

Faithful by Design: Evaluating and Improving LLM-Generated Clinical Trial Summaries for Multi-Stakeholder Audiences

A benchmark evaluation framework for measuring the faithfulness of LLM-generated clinical trial summaries across three stakeholder audiences is introduced and a knowledge-graph-augmented retrieval system was developed and evaluated, producing statistically significant improvements in NLI-based faithfulness scores.

Robert W. Williams · 0 citations