UCoder: Unsupervised Code Generation by Internal Probing of Large Language Models Paper • 2512.17385 • Published 16 days ago • 17
QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management Paper • 2512.12967 • Published 20 days ago • 103
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 282
Kimi Linear: An Expressive, Efficient Attention Architecture Paper • 2510.26692 • Published Oct 30, 2025 • 119
Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark Paper • 2510.26802 • Published Oct 30, 2025 • 33
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 29
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 83
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24, 2025 • 80
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Paper • 2508.18265 • Published Aug 25, 2025 • 211
Re:Form -- Reducing Human Priors in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Paper • 2507.16331 • Published Jul 22, 2025 • 20
CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following Paper • 2506.12285 • Published Jun 14, 2025 • 54
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models Paper • 2505.24864 • Published May 30, 2025 • 143
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 131
Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL Paper • 2505.17952 • Published May 23, 2025 • 20