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Jin-Tao Zhu

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#small language model Open access Oct 2026

MultiTargetDB: a comprehensive database of multitarget ligands for polypharmacology research and drug discovery.

Multitarget drug discovery has gained considerable traction in recent years, particularly for the treatment of complex diseases. Despite the growing demand for dedicated, well-curated resources to advance polypharmacology research and rational multitarget drug discovery, such resources remain severely limited. Here, we...

Jin-Mei Pan, Hao-Yu Lin, Jin-Tao Zhu et al. · 0 citations
Book Open access Aug 2026

Benchmarking LLM Agents on Real-World Biological Database Curation for Data-Driven Scientific Discovery

BioDataLab evaluates the capability of autonomous agents to transform raw, heterogeneous biological resources into structured, analysis-ready databases, and underscores that while LLMs are proficient in downstream reasoning, autonomous upstream curation remains a formidable frontier.

Jiaxian Yan, Xi Fang, Jintao Zhu et al. · 0 citations
Book Open access Aug 2026

Benchmarking LLM Agents on Real-World Biological Database Curation for Data-Driven Scientific Discovery

High-quality biological databases are the bedrock of data-driven scientific discovery. However, the construction of these resources remains a labor-intensive bottleneck, particularly for emerging research frontiers where structured data is non-existent. While LLM-based agents have catalyzed progress in downstream scien...

Jiaxian Yan, Xi Fang, Jintao Zhu et al. · 0 citations

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