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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ding-Hao Pan

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#natural language process... Mar 2026

RexDrug: Reliable Multi-Drug Combination Extraction through Reasoning-Enhanced LLMs

RexDrug is proposed, an end-to-end reasoning-enhanced relation extraction framework for n-ary drug combination extraction based on large language models and established as a scalable and reliable solution for complex biomedical relation extraction from unstructured text.

Zhi-Jun Wang, Ling Luo, Ding-Hao Pan et al. · 1 citation
Open access Jul 2026

BioRENLI: enhancing large language models for biomedical relation extraction through preference-aligned natural language inference

Experimental results show that BioRENLI consistently outperforms supervised fine-tuned LLM variants in both full-supervision and low-resource settings, while remaining competitive with strong BERT-based baselines, highlighting the effectiveness of enhancing biomedical RE with preference-aligned NLI.

Junliang Liu, Ling Luo, Ding-Hao Pan et al. · 0 citations

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