DR^{3}-Eval: Towards Realistic and Reproducible Deep Research Evaluation Paper • 2604.14683 • Published 3 days ago • 27
view article Article Inside VAKRA: Reasoning, Tool Use, and Failure Modes of Agents 4 days ago • 24
From Reasoning to Agentic: Credit Assignment in Reinforcement Learning for Large Language Models Paper • 2604.09459 • Published 6 days ago • 12
OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language World Models Paper • 2604.10866 • Published 6 days ago • 58
Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents Paper • 2604.06132 • Published 12 days ago • 114
SkillClaw: Let Skills Evolve Collectively with Agentic Evolver Paper • 2604.08377 • Published 10 days ago • 278
Xpertbench: Expert Level Tasks with Rubrics-Based Evaluation Paper • 2604.02368 • Published 23 days ago • 11
When LLMs are Unfit Use FastFit: Fast and Effective Text Classification with Many Classes Paper • 2404.12365 • Published Apr 18, 2024 • 2
How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings Paper • 2604.04323 • Published 13 days ago • 40
MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome Paper • 2603.28407 • Published 20 days ago • 68
view article Article Welcome Gemma 4: Frontier multimodal intelligence on device +5 17 days ago • 864
Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills Paper • 2603.25158 • Published 24 days ago • 50
LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning Paper • 2603.21065 • Published 28 days ago • 77
OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis Paper • 2603.20278 • Published Mar 17 • 94
Look Where It Matters: High-Resolution Crops Retrieval for Efficient VLMs Paper • 2603.16932 • Published Mar 14 • 87
Alignment Makes Language Models Normative, Not Descriptive Paper • 2603.17218 • Published Mar 17 • 46
Thinking to Recall: How Reasoning Unlocks Parametric Knowledge in LLMs Paper • 2603.09906 • Published Mar 10 • 75
view article Article IBM and UC Berkeley Diagnose Why Enterprise Agents Fail Using IT-Bench and MAST Feb 18 • 19