How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published 6 days ago • 50
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published 14 days ago • 240
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published 26 days ago • 194
MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs Paper • 2511.07250 • Published 27 days ago • 17
RLFR: Extending Reinforcement Learning for LLMs with Flow Environment Paper • 2510.10201 • Published Oct 11 • 35
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13 • 28
OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs Paper • 2510.10689 • Published Oct 12 • 46
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation Paper • 2509.25849 • Published Sep 30 • 47
MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use Paper • 2509.24002 • Published Sep 28 • 173
FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning Paper • 2509.13160 • Published Sep 16 • 29
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9 • 101
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? Paper • 2509.04292 • Published Sep 4 • 57
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2 • 124