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ZenWeave AI, Georgetown University
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Fact verification benchmarks may be teaching models the wrong thing: NEI labels are often gamed via dataset-specific shortcuts, meaning models don't actually learn to identify insufficient evidence.
RAG systems can now reduce unsafe answers by 37% using SURE-RAG, a transparent evidence verification method that outperforms even GPT-4o in controlled sufficiency tasks.
