Beyond Correctness: Benchmarking and Aligning Response Behaviors in Hybrid-Thinking MLLMs Paper • 2608.12781 • Published Aug 17 • 35
BandPO: Bridging Trust Regions and Ratio Clipping via Probability-Aware Bounds for LLM Reinforcement Learning Paper • 2603.04918 • Published Mar 5 • 56
MR-Align: Meta-Reasoning Informed Factuality Alignment for Large Reasoning Models Paper • 2510.24794 • Published Oct 27, 2025 • 32