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Smaller models seem to be more complex. The encoding, reasoning, and decoding functions are more entangled, spread across the entire stack. I never found a single area of duplication that generalised across tasks, although clearly it was possible to boost one ‘talent’ at the expense of another. But as models get larger, the functional anatomy becomes more separated. The bigger models have more ‘space’ to develop generalised ‘thinking’ circuits, which may be why my method worked so dramatically on a 72B model. There’s a critical mass of parameters below which the ‘reasoning cortex’ hasn’t fully differentiated from the rest of the brain.
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不过目前AI“上链接”的模式仍存在明显的不稳定性。此前用户点击元宝、Kimi推荐商品的图片,即可直接跳转至第三方购物平台;而现在,购物跳转入口藏在回答末尾的“引用来源”相关标注中,用户需额外点击展开来源列表,才能找到对应的购物链接,操作流程更为繁琐。,更多细节参见wps
^ See Restatement (Second) of Torts § 16 (A.L.I. 1965); Restatement (Third) of Torts: Intentional Torts to Persons § 110 (A.L.I., Tentative Draft No. 1-110, 2018); Restatement (Third) of Torts: Liability for Physical and Emotional Harm § 33 (A.L.I. 2010).