How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published 8 days ago • 50
Rectifying LLM Thought from Lens of Optimization Paper • 2512.01925 • Published 8 days ago • 23
ATLAS: A High-Difficulty, Multidisciplinary Benchmark for Frontier Scientific Reasoning Paper • 2511.14366 • Published 21 days ago • 15
Falcon-H1 Collection Falcon-H1 Family of Hybrid-Head Language Models (Transformer-SSM), including 0.5B, 1.5B, 1.5B-Deep, 3B, 7B, and 34B (pretrained & instruction-tuned). • 38 items • Updated Nov 6 • 56
NVIDIA Nemotron V2 Collection Open, Production-ready Enterprise Models. Nvidia Open Model license. • 9 items • Updated 5 days ago • 94
Intern-S1: A Scientific Multimodal Foundation Model Paper • 2508.15763 • Published Aug 21 • 256
Dissecting Tool-Integrated Reasoning: An Empirical Study and Analysis Paper • 2508.15754 • Published Aug 21 • 4
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward Paper • 2508.03686 • Published Aug 5 • 37
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards Paper • 2507.09104 • Published Jul 12 • 17
Rethinking Verification for LLM Code Generation: From Generation to Testing Paper • 2507.06920 • Published Jul 9 • 28
Coding Triangle: How Does Large Language Model Understand Code? Paper • 2507.06138 • Published Jul 8 • 21
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention Paper • 2506.13585 • Published Jun 16 • 272
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2 • 187
REASONING GYM: Reasoning Environments for Reinforcement Learning with Verifiable Rewards Paper • 2505.24760 • Published May 30 • 74
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Paper • 2505.19815 • Published May 26 • 36