Author

Ling Luo

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#natural language process... Preprint Oct 2026

Specialized Decision Models vs. General-Purpose LLMs: Benchmarking Jev Across Knowledge, Reasoning, and Multilingual Tasks

Jev is a"System One"model that returns a choice among given options instead of generating text. We study how such a specialized decision model compares with general-purpose large language models (LLMs). We evaluate Jev on 13 multiple-choice benchmarks covering knowledge, reasoning, and multilingual understanding, and c...

Xing Li, Qing-Cheng Chang, Jin-Zhong Ning et al. · 0 citations

#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. · IEEE journal of biomedical a... · 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. · Health Information Science a... · 0 citations