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This work compares country-continent questions with noun, adjective, and code answers while keeping several fitted measurements distinct across Qwen, Llama, and Gemma to separate early readability, natural strength, causal steering, and later content dependence.
Most LLMs fail to design high-quality experiments, revealing a critical gap in AI's role in scientific research.
