2 papers
cs.AI2026
CLEAR: Cross-Source Evidence Adjudication for Large Language Models in Medicine
Shuai Wang, Yize Zhao, Qingyu Chen
Medical knowledge evolves continuously, whereas the parametric knowledge encoded in large language models (LLMs) is fixed at training time. External retrieval, including retrieval-…
cs.SE2026
Workflow Closure Is Not Scientific Closure in Auto-Research Systems
Shuai Wang, Xinyuan Tian, Pangpang Liu +1
This paper argues that workflow closure is not scientific closure in auto-research systems. Current systems can increasingly complete research-like loops internally, moving from id…