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The article proposes dividing measurement metrics into three layers: the attention layer (page views, dwell time), the engagement layer (scroll depth, code copy rate, bookmarks), and the understanding layer (quiz correct answer rate, in-depth comments, secondary citations, successful reproduction).
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9/12/2026
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UnverifiedThe calculation of attribution relationships is typically based on gradients or attention weights.70% similarUnverified作者提出用表达力、洞察力、认知深度、解决问题能力四个实测标准判断大模型真实水平，比第三方跑分更贴近真实使用体验69% similarUnverifiedAfter averaging across the three evaluation axes of Composition, Grounding, and Instruction-Following, this rubric-based method achieved significant improvement over the baseline method66% similar
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