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# Retrieval-augmented generation

:::tip[Foundations of Research Computing session on RAG]
For an in-depth overview of RAG and Jupyter notebook examples, please access the source materials used for the 2025 FORC session on RAG at: https://github.com/NYU-RTS/rag-forc-2025
:::

Large Language Models only know about the data they were trained upon and do not have the context needed to be effective at answering questions based on:
- private datasets
- newer knowledge past the cutoff date (i.e. the date at which data collection was frozen)
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