AIBullisharXiv – CS AI · 7h ago6/10
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EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis
EnvScaler is an automated framework that generates synthetic tool-interaction environments for training LLM agents through programmatic synthesis, creating 191 diverse environments and 7,000 scenarios. The approach addresses scalability challenges in LLM agent training by combining topic mining and logic modeling to overcome hallucinations and manual bottlenecks, demonstrating improved performance on multi-turn, multi-tool interaction tasks.