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Misbah Khan

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Review Open access 2026

Hallucination Is Not One Thing: A Two-Axis Taxonomy for Structured Diagnosis in Generative AI

A concise two-axis framework that integrates an “intrinsic-extrinsic” distinction in source attribution introduced by Ji et al. with a “faithfulness-factuality” distinction in contextual grounding surveyed is presented, yielding four clearly defined hallucination types applicable across tasks, modalities and architectures.

Misbah Khan, Preston Billion-Polak, T. Khoshgoftaar · 0 citations