ReAct: Synergizing Reasoning and Acting in Language Models Paper • 2210.03629 • Published Oct 6, 2022 • 38
Toolformer: Language Models Can Teach Themselves to Use Tools Paper • 2302.04761 • Published Feb 9, 2023 • 12
APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets Paper • 2406.18518 • Published Jun 26, 2024 • 26
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 49
ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas Paper • 2601.21558 • Published Jan 29 • 61
SWE-smith: Scaling Data for Software Engineering Agents Paper • 2504.21798 • Published Apr 30, 2025 • 16
SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale Paper • 2602.23866 • Published Feb 27 • 92
R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents Paper • 2504.07164 • Published Apr 9, 2025 • 2
On Data Engineering for Scaling LLM Terminal Capabilities Paper • 2602.21193 • Published Feb 24 • 104
Endless Terminals: Scaling RL Environments for Terminal Agents Paper • 2601.16443 • Published Jan 23 • 21
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning Paper • 2509.08755 • Published Sep 10, 2025 • 56
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Paper • 2402.03300 • Published Feb 5, 2024 • 151
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Paper • 2503.14476 • Published Mar 18, 2025 • 148
DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research Paper • 2511.19399 • Published Nov 24, 2025 • 64
D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery Paper • 2604.27977 • Published May 1
AMemGym: Interactive Memory Benchmarking for Assistants in Long-Horizon Conversations Paper • 2603.01966 • Published Mar 2
Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning Paper • 2512.20848 • Published Dec 23, 2025 • 45
Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning Paper • 2604.12374 • Published Apr 14 • 39
Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning Paper • 2606.15007 • Published Jun 12 • 19