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State Dependency - The task cannot be answered correctly without: - Inspecting the actual current data or configuration in the environment, and/or - Executing an operation that mod

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EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis

cs.CL · 2026-01-09 · unverdicted · novelty 5.0

EnvScaler synthesizes 191 environments and 7K scenarios to improve LLM agents' multi-tool interaction performance via SFT and RL on Qwen3 models.

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EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis cs.CL · 2026-01-09 · unverdicted · none · ref 6
EnvScaler synthesizes 191 environments and 7K scenarios to improve LLM agents' multi-tool interaction performance via SFT and RL on Qwen3 models.

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