Smaller Models, Better Rejects: Preference Distillation Scaling Paper • 2609.38987 • Published 10 days ago • 30
Lightning OPD: Efficient Post-Training for Large Reasoning Models with Offline On-Policy Distillation Paper • 2604.13010 • Published Apr 14 • 21
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains Paper • 2507.17746 • Published Jul 23, 2025 • 6
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression Paper • 2510.08525 • Published Oct 9, 2025 • 23
StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets? Paper • 2510.02209 • Published Oct 2, 2025 • 58
SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines Paper • 2509.21320 • Published Sep 25, 2025 • 101