指出论文中关于量子结构的推论存在过度解读，强调需谨慎看待人工认知与人类认知的类比。
Comment on arXiv:2511.21731v1: Identifying Quantum Structure in AI Language: Evidence for Evolutionary Convergence of Human and Artificial Cognition
- 质疑将贝尔测试与玻色-爱因斯坦分布用于语言模型数据的合理性
- 指出“能级间距”类比存在内部逻辑矛盾
- 适合关注认知类比与形式化边界的研究者阅读
本文是对 arXiv:2511.21731v1 的友好技术核查。文中指出，原稿对（i）报告的 CHSH/Bell 类型计算以及（ii）用玻色-爱因斯坦（BE）分布拟合秩频数据的解释，可能超出了所列方法所能支持的范围。同时，也指出了“能量层级间距”类比中存在的一个内在不一致。目标是建设性的：保留有趣的实证发现，但明确其在标准希尔伯特空间意义下关于量子纠缠的含义，特别是当“能量”由秩定义时。
原文摘要 · Abstract (English)
This note is a friendly technical check of arXiv:2511.21731v1. I highlight a few places where the manuscript's interpretation of (i) the reported CHSH/Bell-type calculations and (ii) Bose--Einstein (BE) fits to rank-frequency data seems to go beyond what the stated procedures can firmly support. I also point out one internal inconsistency in the "energy-level spacing" analogy. The aim is constructive: to keep the interesting empirical observations, while making clear what they do (and do not) imply about quantum entanglement in the usual Hilbert-space sense, especially when "energy" is defined by rank.
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