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Intermediate

Citation Generation

The process within a RAG pipeline of mapping generated response fragments back to specific retrieved source chunks to ensure factual traceability. It involves an architectural trade-off between attribution granularity (sentence-level vs. document-level) and increased inference latency/token consumption.

Definition

The process within a RAG pipeline of mapping generated response fragments back to specific retrieved source chunks to ensure factual traceability. It involves an architectural trade-off between attribution granularity (sentence-level vs. document-level) and increased inference latency/token consumption.

Disambiguation

Not academic bibliography formatting (APA/MLA), but technical source-to-token mapping for hallucination reduction.

Visual Metaphor

"A digital 'paper trail' where every sentence in a legal brief is connected by a string to a specific highlighted passage in an open law book."

Key Tools
LlamaIndex (Node Post-processors)LangChain (Citations/Source Documents)DSPy (Asserts/Constraints)OpenAI (Structured Outputs/Function Calling)
Related Connections

Conceptual Overview

The process within a RAG pipeline of mapping generated response fragments back to specific retrieved source chunks to ensure factual traceability. It involves an architectural trade-off between attribution granularity (sentence-level vs. document-level) and increased inference latency/token consumption.

Disambiguation

Not academic bibliography formatting (APA/MLA), but technical source-to-token mapping for hallucination reduction.

Visual Analog

A digital 'paper trail' where every sentence in a legal brief is connected by a string to a specific highlighted passage in an open law book.

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