TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning Paper • 2510.06217 • Published Oct 7 • 62
Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum Paper • 2510.00526 • Published Oct 1 • 8
ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs Paper • 2506.18896 • Published Jun 23 • 29
Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance Paper • 2506.06444 • Published Jun 6 • 73
Absolute Zero: Reinforced Self-play Reasoning with Zero Data Paper • 2505.03335 • Published May 6 • 185
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Paper • 2504.13837 • Published Apr 18 • 135