view article Article Community Evals: Because we're done trusting black-box leaderboards over the community +5 6 days ago • 53
Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives Paper • 2601.20833 • Published 12 days ago • 173
DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation Paper • 2601.09688 • Published 26 days ago • 126
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published 30 days ago • 210
User-Oriented Multi-Turn Dialogue Generation with Tool Use at scale Paper • 2601.08225 • Published 28 days ago • 52
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Paper • 2601.05242 • Published Jan 8 • 222
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Paper • 2601.02151 • Published Jan 5 • 108
Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits Paper • 2512.20578 • Published Dec 23, 2025 • 86
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times Paper • 2512.16093 • Published Dec 18, 2025 • 95
DEER: Draft with Diffusion, Verify with Autoregressive Models Paper • 2512.15176 • Published Dec 17, 2025 • 44
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle Paper • 2512.04324 • Published Dec 3, 2025 • 154