Boosting Accuracy and Efficiency of Budget Forcing in LLMs via Reinforcement Learning for Mathematical Reasoning

Anyscale and NovaSky Team Releases SkyRL tx v0.1.0: Bringing Tinker Compatible Reinforcement Learning RL Engine To Local GPU Clusters

$\mathbf{T^3}$: Reducing Belief Deviation in Reinforcement Learning for Active Reasoning

TripScore: Benchmarking and rewarding real-world travel planning with fine-grained evaluation

Optimizing Long-Form Clinical Text Generation with Claim-Based Rewards

Dynamic Experts Search: Enhancing Reasoning in Mixture-of-Experts LLMs at Test Time

LTA-thinker: Latent Thought-Augmented Training Framework for Large Language Models on Complex Reasoning