Tag Archives: ai

Customizing LLMs: Retrieval Augmented Generation

Retrieval Augmented Generation or RAG is a technique that enables generative artificial intelligence (Gen AI) models to retrieve and incorporate new information. It modifies interactions with a large language model (LLM) so that the model responds to user queries with reference to a specified set of documents, using this information to supplement information from its pre-existing training data. This allows LLMs to use domain-specific and/or updated information (Wikipedia) .

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Customizing LLMs: Prompt Engineering

Prompt Engineering or Prompting is the process of structuring or crafting an instruction or prompt in order to produce the best possible output from a generative artificial intelligence (AI) model. A prompt is natural language text describing the task that an AI should perform. A prompt for a text-to-text language model can be a query, a command, or a longer statement including context, instructions, and conversation history. (Wikipedia).

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