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upvoted a paper 8 days ago

Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading

Paper • 2607.08964 • Published 12 days ago • 74

upvoted a paper about 1 month ago

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

Paper • 2606.17628 • Published Jun 16 • 29

upvoted a paper 2 months ago

Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation

Paper • 2605.11739 • Published May 13 • 61

upvoted a paper 5 months ago

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 95

upvoted 2 papers 10 months ago

On Predictability of Reinforcement Learning Dynamics for Large Language Models

Paper • 2510.00553 • Published Oct 1, 2025 • 9

Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners

Paper • 2509.26226 • Published Sep 30, 2025 • 34