Exploring the Shortcomings of Text Embedding Retrieval for LLM Generation
Loch Awe in Scotland, photo by author. Abstract External knowledge is the key to resolving the problems of LLMs such as hallucination and outdated knowledge, which can make LLMs generate more accurate and reliable responses through retrieval-augmented generation (RAG). However, LLMs cannot always respond as expected with
RAG. By analyzing real-world examples, this article demonstrates several categories of the concern...
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