EnvFactory automates synthesis of executable tool environments and natural multi-turn trajectories from authentic sources to enable efficient Agentic RL, delivering up to +15% gains on BFCLv3 with only 85 environments.
•Section 2: Class: Main logic class
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL
EnvFactory automates synthesis of executable tool environments and natural multi-turn trajectories from authentic sources to enable efficient Agentic RL, delivering up to +15% gains on BFCLv3 with only 85 environments.