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Claude Code distance scores show high variance with paraphrasing

The author reconnected Claude Code to a server using Server-Sent Events (SSE) and discovered that distance scores, which measure relevance, are not as stable as previously thought. Paraphrasing a query, even slightly, caused a larger swing in distance scores than the difference between relevant and irrelevant results within the same query. This suggests that the distance metric is more sensitive to lexical and syntactic overlap than to semantic meaning, making it unreliable for comparing relevance across different phrasings. However, identical query phrasing across different clients consistently yielded the same distance score, indicating reliability for exact matches. AI

IMPACT Highlights potential limitations in how retrieval-augmented generation models interpret query relevance, suggesting a need for more robust semantic understanding.

RANK_REASON The item discusses findings and observations about an existing model's behavior rather than a new release or significant industry event.

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Claude Code distance scores show high variance with paraphrasing

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  1. dev.to — MCP tag TIER_1 English(EN) · Nerav Doshi ·

    Reconnected Claude Code Over SSE — and Found the Distance Scores Aren't as Stable as I Thought

    <p>Loose end from Entry 14: switching <code>mcp_search_server.py</code> from stdio to SSE broke the Entry 08 Claude Code connection, which was registered expecting a spawned process, not a network server. Fixing it turned out to be the easy part:<br /> </p> <div class="highlight …