{"type":"analysis","id":"analysis:research-milvus-can-run-hyperbolic-search-with-plain-inner-product-but-every-benchmark","slug":"research-milvus-can-run-hyperbolic-search-with-plain-inner-product-but-every-benchmark","title":"Milvus can run hyperbolic search with plain inner product, but every benchmark so far comes from Zilliz","description":"A four-part Milvus blog series shows that flipping the sign of one coordinate and centering stored vectors lets stock IP indexes return exact Lorentz rankings at about 0.99 recall@10. The math checks out. The numbers cover one model and one dataset, and nobody outside the vendor has reproduced them.","published_at":"2026-10-22T00:00:00.000Z","updated_at":"2026-10-22T00:00:00.000Z","record_date":"2026-10-22","topics":["search","research"],"source_urls":["https://milvus.io/blog/hyperbolic-embeddings-in-milvus.md","https://github.com/milvus-io/milvus/releases/tag/v3.0.1","https://milvus.io/blog/hyperbolic-search-on-zilliz-cloud.md","https://huggingface.co/hyper3labs/hyper3-clip-v1","https://arxiv.org/abs/2608.29313","https://milvus.io/blog/your-vector-database-already-speaks-hyperbolic.md","https://arxiv.org/abs/2602.07739"],"language":"en","routes":{"html":"https://newruntime.com/analysis/research-milvus-can-run-hyperbolic-search-with-plain-inner-product-but-every-benchmark/","markdown":"https://newruntime.com/analysis/research-milvus-can-run-hyperbolic-search-with-plain-inner-product-but-every-benchmark.md","json":"https://newruntime.com/analysis/research-milvus-can-run-hyperbolic-search-with-plain-inner-product-but-every-benchmark.json"},"author":{"role":"author","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"]},"editorial_provenance":{"desk":"authorial","target_ref":"deep_research:c5bd263f-8a98-45f6-a0a7-b3a58ae23c00","authorial_article_id":"c5bd263f-8a98-45f6-a0a7-b3a58ae23c00"},"next_reads":[{"type":"topic","path":"/topics/search/","url":"https://newruntime.com/topics/search/","title":"Search","reason":"Explore the search topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/search.md","json_url":"https://newruntime.com/topics/search.json"},{"type":"topic","path":"/topics/research/","url":"https://newruntime.com/topics/research/","title":"Research","reason":"Explore the research topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/research.md","json_url":"https://newruntime.com/topics/research.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.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"}]}