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upvoted a paper 1 day ago

KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

Paper • 2604.12627 • Published 3 days ago • 92

upvoted a paper 3 months ago

DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation

Paper • 2601.09688 • Published Jan 14 • 127

upvoted a paper 7 months ago

UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios

Paper • 2509.21766 • Published Sep 26, 2025 • 24

upvoted a paper 12 months ago

AdaR1: From Long-CoT to Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization

Paper • 2504.21659 • Published Apr 30, 2025 • 14

upvoted 2 papers about 1 year ago

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 447

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Paper • 2501.12570 • Published Jan 22, 2025 • 28