Reading Right, Acting Wrong: Diagnosing Decision Failures of System One Models in Agent Loops Paper • 2610.18579 • Published 16 days ago • 9
JEV-as-a-Judge: Accept When Confident, Escalate When Unsure Paper • 2609.26550 • Published Sep 22 • 44
The Model Says Walk: How Surface Heuristics Override Implicit Constraints in LLM Reasoning Paper • 2603.29025 • Published Mar 30 • 13