2 papers
cs.CR2026
A Reference-Free Score for Detecting Silent Reasoning Failures in Large Language Models
Vivek Shukla, Varun Shukla, Atul +2
Mathematical chain of thought (CoT) evaluation is commonly reduced to whether the final answer matches a reference. This conflates producing a correct conclusion with producing a v…
cs.LG2026
Picking the Right Specialist: Attentive Neural Process-based Selection of Task-Specialized Models as Tools for Agentic Healthcare Systems
Pramit Saha, Joshua Strong, Mohammad Alsharid +2
Task-specialized models form the backbone of agentic healthcare systems, enabling the agents to answer clinical queries across tasks such as disease diagnosis, localization, and re…