Explicit State Improves Agentic Execution

A matched ALFWorld comparison of Qwen 8B, Qwen 35B, and Qwen 8B + State.

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ALFWorld eval_out_of_distribution, 134 tasks. Same action interface and environment across conditions. +State maintains explicit task-progress and observed-world state during execution.