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On ALFWorld, a curator trained with Qwen3-8B and transferred to GPT-5.4 reaches 86.7 success rate, 1.4 points below a curator trained directly with GPT-5.4; with Qwen3-8B test executor the same training raises success from 60.5 to 77.4. · CiteArk