LongTraceRL: Learning Long-Context Reasoning from Search Agent Trajectories with Rubric Rewards Paper • 2605.31584 • Published 5 days ago • 37
MinT: Managed Infrastructure for Training and Serving Millions of LLMs Paper • 2605.13779 • Published 21 days ago • 219
IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse Paper • 2603.12201 • Published Mar 12 • 53
Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Paper • 2601.06021 • Published Jan 9 • 48
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices Paper • 2512.01374 • Published Dec 1, 2025 • 107
IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction Paper • 2511.07327 • Published Nov 10, 2025 • 80
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning Paper • 2507.01006 • Published Jul 1, 2025 • 256
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning Paper • 2506.18841 • Published Jun 23, 2025 • 56