I Stacked 4 More Context Layers on Top of RAG. Sonnet Got 12% Better. Haiku Got 14% Worse.

1. 1Add structured output instructions to a RAG pipeline using a library like Hugging Face Transformers
2. 2Implement hierarchical document layout to provide more context to the model
3. 3Define roles for the model to understand the relationships between different components
4. 4Use few-shot examples to fine-tune the model and improve its performance

AI engineers and researchers can benefit from understanding the potential effects of adding context layers to RAG pipelines, and how to evaluate and optimize their models accordingly

💡 Careful evaluation and testing are crucial when adding context layers to RAG pipelines to avoid unintended negative effects on model performance

💡 Adding context layers to RAG can improve performance, but beware of negative effects on smaller models! #AI #RAG #ContextLayers