9 Efficient Strategies To Enhance Retrieval Augmented Era (RAG) Methods | by Ahmed Besbes | Jan, 2024


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2023 was, by far, essentially the most prolific 12 months within the historical past of NLP. This era noticed the emergence of ChatGPT alongside quite a few different Massive Language Fashions, each open-source and proprietary.

On the similar time, fine-tuning LLMs turned manner simpler and the competitors amongst cloud suppliers for the GenAI providing intensified considerably.

Curiously, the demand for customized and totally operational RAGs additionally skyrocketed throughout varied industries, with every shopper desirous to have their very own tailor-made resolution.

Talking of this final level, creating totally functioning RAGs, in at present’s submit we’ll talk about a paper that evaluations the present state-of-the-art of constructing these programs.

With out additional ado, let’s take a look 🔍

I began studying this piece throughout my trip

Retrieval-Augmented Era for Massive Language Fashions: A Survey (Picture by the writer)

and it’s a should.

It covers every thing that you must know concerning the RAG framework and its limitations. It additionally lists fashionable methods to spice up its efficiency in retrieval, augmentation, and technology.

The final word aim behind these methods is to make this framework prepared for scalability and manufacturing use, particularly to be used circumstances and industries the place reply high quality issues *so much*.

I gained’t talk about every thing on this paper, however listed here are the important thing concepts that, for my part, would make your RAG extra environment friendly.

As the info we index determines the standard of the RAG’s solutions, the primary activity is to curate it as a lot as attainable earlier than ingesting it. (Rubbish in, rubbish out nonetheless applies right here)
You are able to do this by eradicating duplicate/redundant data, recognizing irrelevant paperwork, and checking for truth accuracy (if attainable).
If the maintainability of the RAG issues, you additionally want so as to add mechanisms to refresh…



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