2 papers
cs.LG2026
What Can a Leaderboard Certify? Compositional Controllability for Fair Evaluation and Training of Biomedical Literature-Review Agents
Zhaowei Han, Xiang Zhang, Lingxiao Guan +4
Leaderboards rank long-horizon agents by their final outputs. Yet a higher score alone does not establish whether two systems are comparable or which stage accounts for the differe…
cs.CL2025
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph
Lingxiao Guan, Yuanhao Huang, Jie Liu
In Question Answering (QA), Retrieval Augmented Generation (RAG) has revolutionized performance in various domains. However, how to effectively capture multi-document relationships…