activity
20232026
most citedIntegrating UMLS Knowledge into Large Language Models for Medical Question Answering

8 citations · 46 across the 26 of their papers we have counts for

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Showing 2025 · cs.CLShow all

8 papers · 2 filters

cs.CL2025★ 1 cited

Leveraging LLMs for Title and Abstract Screening for Systematic Review: A Cost-Effective Dynamic Few-Shot Learning Approach

Yun-Chung Liu, Rui Yang, Jonathan Chong Kai Liew +4

Systematic reviews are a key component of evidence-based medicine, playing a critical role in synthesizing existing research evidence and guiding clinical decisions. However, with…

cs.CL2025

An Agentic AI System for Multi-Framework Communication Coding

Bohao Yang, Rui Yang, Joshua M. Biro +15

Clinical communication is central to patient outcomes, yet large-scale human annotation of patient-provider conversation remains labor-intensive, inconsistent, and difficult to sca…

cs.CL2025

HealthContradict: Evaluating Biomedical Knowledge Conflicts in Language Models

Boya Zhang, Alban Bornet, Rui Yang +2

How do language models use contextual information to answer health questions? How are their responses impacted by conflicting contexts? We assess the ability of language models to…

cs.CL2025

Retrieval-Augmented Generation in Medicine: A Scoping Review of Technical Implementations, Clinical Applications, and Ethical Considerations

Rui Yang, Matthew Yu Heng Wong, Huitao Li +13

The rapid growth of medical knowledge and increasing complexity of clinical practice pose challenges. In this context, large language models (LLMs) have demonstrated value; however…

cs.CL2025

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine

Rui Yang, Huitao Li, Matthew Yu Heng Wong +12

Natural language processing (NLP) has been traditionally applied to medicine, and generative large language models (LLMs) have become prominent recently. However, the differences b…

cs.CL2025

Enabling Inclusive Systematic Reviews: Incorporating Preprint Articles with Large Language Model-Driven Evaluations

Rui Yang, Jiayi Tong, Haoyuan Wang +8

Background. Systematic reviews in comparative effectiveness research require timely evidence synthesis. Preprints accelerate knowledge dissemination but vary in quality, posing cha…

cs.CL2025

MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation

Weihao Xuan, Rui Yang, Heli Qi +29

Existing large language model (LLM) evaluation benchmarks primarily focus on English, while current multilingual tasks lack parallel questions that specifically assess cross-lingui…

cs.CL2025★ 1 cited

GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking

Yingjian Chen, Haoran Liu, Yinhong Liu +8

Large language models (LLMs) are widely used, but they often generate subtle factual errors, especially in long-form text. These errors are fatal in some specialized domains such a…