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论文提出 Smart Coder 框架，通过指令、提示策略和可靠性检查三阶段结构化人机协作的定性编码流程，并在 72 份中学数学教师访谈转录中验证，表明指令与思维链提示能显著提升 LLM 编码一致性。
Google DeepMind's latest research explores how AI can support educators in Sierra Leone, where a growing student population outstrips available teachers, aiming to amplify teachers' reach without replacing their expertise.