Persona Without Substrate: Regime-Dependence and the LLM Individuation Problem
Persona Without Substrate: Regime-Dependence and the LLM Individuation Problem
无基质人格:机制依赖性与大语言模型(LLM)的个体化问题
Abstract: Beckmann & Butlin’s (2026) ontological framework for the LLM individuation problem inherits an unargued cross-regime co-reference assumption from the persona-vectors literature: that the same direction picks out the same content under prompt-conditioning, gradient-descent fine-tuning, and inference-time steering.
摘要: Beckmann 和 Butlin (2026) 针对大语言模型(LLM)个体化问题提出的本体论框架,继承了人格向量文献中一个未经论证的“跨机制共指假设”:即在提示词调节(prompt-conditioning)、梯度下降微调(gradient-descent fine-tuning)以及推理时引导(inference-time steering)下,同一个方向指向的是相同的内容。
We present four empirical wedges from persona-topology experiments on Qwen3-4B-Instruct and Mistral-7B-Instruct-v0.2 - non-collinearity of prompt-extracted vectors and fine-tune basins; fictional personas displacing the model along real-anchor directions more strongly than real anchors do; contradictory-valenced mixtures biased toward a training-history-determined attractor; and asymmetric compositional algebra under inference-time arithmetic versus fine-tune-time chimera training - that jointly undermine the assumption.
我们通过对 Qwen3-4B-Instruct 和 Mistral-7B-Instruct-v0.2 进行人格拓扑实验,提出了四个经验性证据(楔子),共同削弱了上述假设:提示词提取向量与微调盆地(fine-tune basins)之间的非共线性;虚构人格在真实锚点方向上对模型的位移作用强于真实锚点本身;具有矛盾效价的混合体偏向于由训练历史决定的吸引子;以及推理时算术运算与微调时“嵌合体训练”(chimera training)之间不对称的组合代数。
We propose regime-indexed individuation: the identity unit for representational content is a (vehicle, regime) pair, not a vehicle alone. Under this framework, Beckmann & Butlin’s three candidate positions describe three different regime-internal objects rather than competing for the same referent; the same diagnosis applies to Mollo & Millière, Chalmers, and Cerullo.
我们提出了“机制索引个体化”(regime-indexed individuation)的概念:表征内容的同一性单位是一个(载体,机制)对,而非单一的载体。在该框架下,Beckmann 和 Butlin 提出的三个候选立场描述的是三种不同的机制内部对象,而非竞争同一个指称对象;同样的诊断也适用于 Mollo & Millière、Chalmers 以及 Cerullo 的观点。