# Detecting Hallucination in LLMs: Tracing the Topological Signatures of Impaired Context Sharing

> 标题为英语

> 全文为英语

**Published:** 2026年9月22日
**Author:** Amir Jalilifard, Anderson Rocha, Eric Wong, Marcos Medeiros Raimundo
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/detecting-hallucination-in-llms-tracing-the-topological-signatures-of-im

In this work, we examine the topology of information flow patterns within attention graphs to effectively distinguish hallucinated from non-hallucinated responses. We analyze the Forman-Ricci curvature to identify structural patterns indicating information bottlenecks in…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2609.21096)

**标签：** #arXiv

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