A prompt-refined LLM workflow extracts TPD assay records with F1 scores above 0.93 from few expert examples, expanding molecular glue and PROTAC databases by 81% and 92% with over 82% expert-validated accuracy.
Artificial intelligence in drug discovery: what is realistic, what are illusions? part 2: a discussion of chemical and biological data.Drug Discovery Today, 26(4):1040–1052
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Beyond Manual Curation: Augmenting Targeted Protein Degradation Databases via Agentic Literature Extraction Workflows
A prompt-refined LLM workflow extracts TPD assay records with F1 scores above 0.93 from few expert examples, expanding molecular glue and PROTAC databases by 81% and 92% with over 82% expert-validated accuracy.