Solving the RAG vs. Long Context Model Dilemma

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Many developers have been using retrieval-augmented generation (RAG) with large-scale context corpus to build GenAI applications and tame problems such as AI hallucinations faced by general-purpose large language models (LLMs).

Now long context models are emerging like Gemini with a context window of 2 million tokens,  and its potential benefits make you wonder whether you should ditch RAG altogether. The key to dealing with this dilemma is to understand the pros and cons of using a long context model and make an informed decision about its…



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Solving the RAG vs. Long Context Model Dilemma


Many developers have been using retrieval-augmented generation (RAG) with large-scale context corpus to build GenAI applications and tame problems such as AI hallucinations faced by general-purpose large language models (LLMs).

Now long context models are emerging like Gemini with a context window of 2 million tokens,  and its potential benefits make you wonder whether you should ditch RAG altogether. The key to dealing with this dilemma is to understand the pros and cons of using a long context model and make an informed decision about its…



Source link

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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