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RAG vector map reveals website URL split across chunks

By PulseAugur Editorial · [1 sources] ·

A user shared their experience using retrieval-augmented generation (RAG) to analyze their website's index. They visualized 1,128 chunks in 512 dimensions using t-Distributed Stochastic Neighbor Embedding (t-SNE), which preserved 75.1% of the original data's nearest neighbors. This visualization helped identify an issue where a URL was split across two chunks. AI

IMPACT Demonstrates a practical application of RAG visualization for debugging and content analysis.

RANK_REASON User-generated content discussing a technical application of AI concepts.

Read on Mastodon — mastodon.social →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

RAG vector map reveals website URL split across chunks

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COVERAGE [1]

  1. Mastodon — mastodon.social TIER_1 English(EN) · pournasserian ·

    A map of my RAG vectors tells me where to look, not what is wrong. My website's index: 1,128 chunks in 512 dimensions. In 2D, t-SNE kept 75.1% of the original t

    A map of my RAG vectors tells me where to look, not what is wrong. My website's index: 1,128 chunks in 512 dimensions. In 2D, t-SNE kept 75.1% of the original ten nearest neighbors, PCA 13.1%. Reading the chunks found a URL split across two of them. https:// pournasserian.com/wri…

    LINKS pournasserian.com/…/visually-validating-r…

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