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arXiv — cs.AI

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

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…

arXiv — cs.AIBy: Amir Jalilifard, Anderson Rocha, Eric Wong, Marcos Medeiros RaimundoSeptember 22, 2026 (Sep 22)
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  • 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…
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Detecting Hallucination in LLMs: Tracing the Topological Signatures of Impaired Context Sharing

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