An uncertainty-gated fact-checking system decomposes claims atomically, verifies them against context, and selectively searches the web only for uncertain facts, outperforming benchmarks while abstaining on conflicts.
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VerifAI is an open-source biomedical QA system that decomposes generated answers into claims and verifies them with a fine-tuned NLI engine to reduce hallucinations and provide traceable citations.
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Uncertainty-Aware Web-Conditioned Scientific Fact-Checking
An uncertainty-gated fact-checking system decomposes claims atomically, verifies them against context, and selectively searches the web only for uncertain facts, outperforming benchmarks while abstaining on conflicts.
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VerifAI: A Verifiable Open-Source Search Engine for Biomedical Question Answering
VerifAI is an open-source biomedical QA system that decomposes generated answers into claims and verifies them with a fine-tuned NLI engine to reduce hallucinations and provide traceable citations.