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| Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning | Apr 21, 2025 | AllForm | CodeCode Available | 2 |
| VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning | Apr 10, 2025 | MathMultimodal Reasoning | CodeCode Available | 2 |
| Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization | Apr 8, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models | Apr 7, 2025 | Dialogue EvaluationFairness | CodeCode Available | 2 |
| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning | Apr 7, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models | Apr 7, 2025 | MathQuantization | CodeCode Available | 2 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 |
| Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies Ahead | Mar 31, 2025 | MathSpatial Reasoning | CodeCode Available | 2 |
| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models | Mar 28, 2025 | GPUGSM8K | CodeCode Available | 2 |