A new pipeline has been developed to address the limitations of AI extractors in regulated domains, particularly in pharmaceuticals. Unlike typical systems that focus on matching extracted facts to source text, this approach prioritizes identifying omissions and ensuring factual accuracy against external authorities. The system uses an open-source semantic library called Semantica, along with public biomedical corpora and authorities like RxNorm and openFDA, to validate information. The pipeline emphasizes that language models are good for generating candidate facts but should not be the final arbiter of truth, especially when safety and regulatory compliance are critical. AI
IMPACT This approach could improve the reliability of AI systems in safety-critical regulated industries by ensuring factual completeness.
RANK_REASON The item describes a working pipeline and open-source library for AI fact extraction, which is a tool rather than a frontier release or significant industry event.
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