{"type":"post","id":"relevance-isn-t-enough-what-it-takes-to-b2317f","slug":"relevance-isn-t-enough-what-it-takes-to-b2317f","title":"Relevance isn’t enough: what it takes to rerank the web","description":"Exa published an evaluation of the reranker used in its production web search.","retrieval_nugget":"Exa published an evaluation of the reranker used in its production web search.","published_at":"2026-10-23","updated_at":"2026-10-23","record_date":"2026-10-23","date_kind":"published_at","topics":["google"],"entities":["Exa","Exa Reranker Auto","Exa Reranker Fast","Cohere","Voyage AI","Google Cloud","BEIR","MIRACL"],"related_patterns":["ai-engineering-evaluations-are-splitting-into-task-specific"],"novelty_label":"new_angle","what_changed":"The post argues that agent-facing reranking must assess intent, freshness and other dimensions beyond topical relevance, unlike prior Exa search API benchmark coverage.","prior_refs":["memory:9b45fbce-3f08-8f3e-ac74-345ace2b017b","memory:51316159-a897-8cf8-aff1-f128497e09d5"],"source_url":"https://exa.ai/blog/sota-reranking","source_urls":["https://exa.ai/blog/sota-reranking"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:relevance-isn-t-enough-what-it-takes-to-b2317f","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/relevance-isn-t-enough-what-it-takes-to-b2317f/","markdown":"https://newruntime.com/posts/relevance-isn-t-enough-what-it-takes-to-b2317f.md","json":"https://newruntime.com/posts/relevance-isn-t-enough-what-it-takes-to-b2317f.json"},"next_reads":[{"type":"topic","path":"/topics/google/","url":"https://newruntime.com/topics/google/","title":"Google","reason":"Explore the google topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/google.md","json_url":"https://newruntime.com/topics/google.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}