activity
20242026
most citedNarrative Feature or Structured Feature? A Study of Large Language Models to Identify Cancer Patients at Risk of Heart Failure

3 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2026

An Agentic Generative Large Language Model for Treatment Planning of Colorectal Cancer

Mengxian Lyu, Cheng Peng, Tim Jang +18

Treatment planning in precision oncology requires synthesizing heterogeneous patient information with rapidly evolving clinical guidelines to ensure guideline-concordant care. Whil…

cs.CL2026

Exploring Post-Training Alignment of Small Language Models for Biomedical Data-to-Text Generation: A Case Study of Medication Leaflet

Xi Yang, Guodong Liu, Chuqin Li +10

Translating structured biomedical information into accurate, patient-friendly narratives remains a challenging biomedical data-to-text (D2T) task. While small language models (SLMs…

cs.CL2026

Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives

Aman Pathak, Cheng Peng, Mengxian Lyu +8

Information extraction from pathology reports is essential for cancer staging, tumor registry population. Yet key data remains embedded in narrative reports, making manual extracti…

cs.LG2025

A Topic Modeling Analysis of Stigma Dimensions, Social, and Related Behavioral Circumstances in Clinical Notes Among Patients with HIV

Ziyi Chen, Yiyang Liu, Mattia Prosperi +5

Objective: To characterize stigma dimensions, social, and related behavioral circumstances in people living with HIV(PLWHs) seeking care, using NLP methods applied to a large colle…

cs.LG2024★ 3 cited

Narrative Feature or Structured Feature? A Study of Large Language Models to Identify Cancer Patients at Risk of Heart Failure

Ziyi Chen, Mengyuan Zhang, Mustafa Mohammed Ahmed +4

Cancer treatments are known to introduce cardiotoxicity, negatively impacting outcomes and survivorship. Identifying cancer patients at risk of heart failure (HF) is critical to im…

cs.AI2024

Feasibility of Identifying Factors Related to Alzheimer's Disease and Related Dementia in Real-World Data

Aokun Chen, Qian Li, Yu Huang +7

A comprehensive view of factors associated with AD/ADRD will significantly aid in studies to develop new treatments for AD/ADRD and identify high-risk populations and patients for…