← All questions
RAGMedium· Citations· Attribution· RAG Reliability

What does a citation mark in a Bing-style assistant gua...

In RAG-based systems, citation marks are often used to provide transparency regarding the source of generated information. A citation mark effectively serves as a pointer to the specific context window state at the time of generation, confirming that the model had access to that specific document chunk.

It is critical to distinguish this technical traceability from semantic or factual validation. The presence of a citation does not inherently mean the model correctly interpreted the source material, nor does it guarantee that the source material itself is accurate. These are separate verification steps that must be handled by additional evaluation or guardrail mechanisms.

Code playground (Python)