KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published Apr 14 • 102
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation Paper • 2601.09688 • Published Jan 14 • 128
UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios Paper • 2509.21766 • Published Sep 26, 2025 • 24
AdaR1: From Long-CoT to Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Paper • 2504.21659 • Published Apr 30, 2025 • 14
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Paper • 2501.12948 • Published Jan 22, 2025 • 457
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Paper • 2501.12570 • Published Jan 22, 2025 • 28
