LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts Paper • 2510.19363 • Published Oct 22 • 61
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning Paper • 2510.25992 • Published Oct 29 • 45
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence Paper • 2511.07384 • Published about 1 month ago • 16
MarsRL: Advancing Multi-Agent Reasoning System via Reinforcement Learning with Agentic Pipeline Parallelism Paper • 2511.11373 • Published 27 days ago • 12
TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework Paper • 2511.05385 • Published Nov 7
Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance Paper • 2511.13254 • Published 24 days ago • 134