Explanation of the Gradio app implementation for the generation of the Summaries and flashcards PDFs

Update of multilingual response. Making sure spanish queries are answered in spanish.

evaluation of the quality of results of the RAG pipeline using the faithfullness, answer relevancy and context precision metrics. The model is performing acceptable with a low score on the context retreival. Additional metrics may be added such as retrieval recall in the future for better assessment.

Notebook showing the RAG pipeline implementation with the creation of the structured outputs following the output schema for flashcards and summaries.

gitignore update

Study of chunking methodologies and what is the best strategy for the current use cases we are interested in.

equation detection possible feature. In experimental state. Needs some more work.

document ingestion notebook applying Paddle OCR model for image-to-text parsing.