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Distance Topological Graph: A New Method to Reveal the Internal Semantic Structure of Large Language Models

This article introduces an innovative visualization technique called "Distance Topological Graph" for exploring and revealing the internal semantic structure of large language models, providing a new perspective for understanding the representation mechanism of LLMs.

大语言模型可解释性拓扑数据分析语义结构神经网络可视化表征学习AI黑盒
Published 2026-05-06 07:14Recent activity 2026-05-06 07:18Estimated read 1 min
Distance Topological Graph: A New Method to Reveal the Internal Semantic Structure of Large Language Models
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Section 01

导读 / 主楼:Distance Topological Graph: A New Method to Reveal the Internal Semantic Structure of Large Language Models

Introduction / Main Floor: Distance Topological Graph: A New Method to Reveal the Internal Semantic Structure of Large Language Models

This article introduces an innovative visualization technique called "Distance Topological Graph" for exploring and revealing the internal semantic structure of large language models, providing a new perspective for understanding the representation mechanism of LLMs.