Integrating LLM functionality to Code
A major challenge in integrating LLMs with other applications is the lack of structure in chat responses. OpenAI Functions and Azure Assistants can be used to help structure data for programs to use.
LLM
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Improve Retrieval Augmented Generation Through Classification
Improve the quality of retrieval augmented generation responses using classification to select better data and system messages.
Using Retrieval Augmented Generation to enhance general LLM
LLMs only have access to information about things they were trained on, which limits their capabilities. This can be avoided by using Retrieval Augmented Generation, or RAG for short.