Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published 8 days ago • 69
StudyBench: Can Self-Evolution Squeeze Textbooks for Olympiad Capability? Paper • 2609.00787 • Published 22 days ago • 19
Rethinking On-Policy Distillation of Large Language Models II: One Training Example Paper • 2609.04172 • Published 20 days ago • 100
Weak-to-Strong Generalization via Direct On-Policy Distillation Paper • 2607.05394 • Published Jul 8 • 144
Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe Paper • 2604.13016 • Published Apr 14 • 116