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Attribution Error

A failure mode in RAG systems where an LLM incorrectly identifies a retrieved document as the source of a specific claim, or generates a claim that cannot be supported by the provided context despite citing it. This often results from a trade-off between creative synthesis and strict citation adherence, where architectural fixes like 'Verification Chains' reduce error rates but increase inference latency.

Definition

A failure mode in RAG systems where an LLM incorrectly identifies a retrieved document as the source of a specific claim, or generates a claim that cannot be supported by the provided context despite citing it. This often results from a trade-off between creative synthesis and strict citation adherence, where architectural fixes like 'Verification Chains' reduce error rates but increase inference latency.

Disambiguation

Refers to incorrect source-to-claim mapping in AI, not the social psychology bias regarding human behavior.

Visual Metaphor

"A scholarly footnote that points to a blank page or a completely different book than the one quoted."

Key Tools
RagasTruLensLangChain (Citations API)GiskardLlamaIndex (Metadata Extraction)
Related Connections

Conceptual Overview

A failure mode in RAG systems where an LLM incorrectly identifies a retrieved document as the source of a specific claim, or generates a claim that cannot be supported by the provided context despite citing it. This often results from a trade-off between creative synthesis and strict citation adherence, where architectural fixes like 'Verification Chains' reduce error rates but increase inference latency.

Disambiguation

Refers to incorrect source-to-claim mapping in AI, not the social psychology bias regarding human behavior.

Visual Analog

A scholarly footnote that points to a blank page or a completely different book than the one quoted.

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