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  1. bioRxiv

    Gene lists no longer return just an enrichment table: a conversational agent links statistics, literature and annotation into an interpretation you can question

    Enrich.AI turns enrichment analysis from a table of significant terms into a conversation: given a gene list and a short biological context, the agent chooses among more than 220 gene set libraries, over 40 million publications and gene annotation resources, then returns a literature-grounded written interpretation and six interactive plots. Across 50 MSigDB Hallmark gene sets, 65.6% of claims were grounded in retrieved evidence, 2.3% were unsupported, and the hallucination rate on database-decidable claims was 2.64%, with no fabricated citations across 90 runs.

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