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Break Your Own RAG Pipeline Before Users Do

https://towardsdatascience.com/break-your-own-rag-pipeline-before-users-do/(towardsdatascience.com)
Retrieval-augmented generation (RAG) systems can fail in production due to messy data that standard evaluations often miss. Proactively testing pipelines with an adversarial test set, a practice known as fault injection, can uncover these weaknesses before users encounter them. The content demonstrates four specific failure points: stale documents, OCR errors, query typos, and tables split across page breaks. For each problem, it provides a specific correction, such as recency tie-breaking, text normalization, fuzzy matching, and improved document chunking strategies, while also advocating for evidence checks in testing.
0 pointsby hdt2 hours ago

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