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How AI Answers Questions About Documents It Never Learned

1Why the Model Cannot Answer From Your Documents Alone2Chunking and Embedding: Turning Documents Into Something Searchable3Retrieval: Finding the Right Passages for a Question4Grounded Generation: Answering From the Retrieved Text
Grounded Generation: Answering From the Retrieved Text

The Instruction That Holds the Answer Inside the Evidence

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The instruction at the top is doing the real work here. It tells the model to answer only from the context it was given, not from whatever it happens to remember.
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The grounding instruction is what separates a grounded answer from a guess. It tells the model to answer only from the supplied context, so every sentence has to be supported by text that was actually placed in the prompt. Without that constraint, the model can fall back on its own stored knowledge and produce a fluent answer that the retrieved evidence does not support.

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