CodeScout Collection RL-trained code search agents (1.7B, 4B, 14B) that outperform 2–18× larger models using only a Unix terminal. 📄 arxiv.org/abs/2603.17829 • 12 items • Updated 16 days ago • 6
Nemotron-Cascade Collection Scaling Cascaded Reinforcement Learning for General-Purpose Reasoning Models • 14 items • Updated 4 days ago • 53
Step-3 is Large yet Affordable: Model-system Co-design for Cost-effective Decoding Paper • 2507.19427 • Published Jul 25, 2025 • 21
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling Paper • 2506.20512 • Published Jun 25, 2025 • 47
SWE-Factory: Your Automated Factory for Issue Resolution Training Data and Evaluation Benchmarks Paper • 2506.10954 • Published Jun 12, 2025 • 54
Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Paper • 2505.15612 • Published May 21, 2025 • 34
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? Paper • 2502.19361 • Published Feb 26, 2025 • 28
view article Article Revisiting TemplateGSM: Advancing Mathematical Reasoning in Language Models with Template-based Data Generation Nov 14, 2024 • 3
🧠 Reasoning datasets Collection Datasets with reasoning traces for math and code released by the community • 24 items • Updated May 19, 2025 • 188
Tulu 3 Datasets Collection All datasets released with Tulu 3 -- state of the art open post-training recipes. • 32 items • Updated Mar 2 • 96
ProX Refining Models Collection Adapted small language models used to generate data refining programs • 5 items • Updated Oct 10, 2024 • 5
Magpie-Qwen2 Datasets Collection Dataset built with Qwen2 72B and Qwen2 7B. • 6 items • Updated Jan 13, 2025 • 10
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale Paper • 2406.17557 • Published Jun 25, 2024 • 102
DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence Paper • 2406.11931 • Published Jun 17, 2024 • 69
Instruction Pre-Training: Language Models are Supervised Multitask Learners Paper • 2406.14491 • Published Jun 20, 2024 • 96