{"id":25602,"date":"2026-04-19T15:16:16","date_gmt":"2026-04-19T06:16:16","guid":{"rendered":"https:\/\/aireviewirush.com\/?p=25602"},"modified":"2026-04-19T15:16:16","modified_gmt":"2026-04-19T06:16:16","slug":"oracle-delivers-semantic-search-with-out-llms","status":"publish","type":"post","link":"https:\/\/aireviewirush.com\/?p=25602","title":{"rendered":"Oracle delivers semantic search with out LLMs"},"content":{"rendered":"


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Oracle says its new Trusted Reply Search can ship dependable outcomes at scale within the enterprise by scouring a ruled set of accepted paperwork utilizing vector search as a substitute of enormous language fashions (LLMs) and retrieval-augmented technology (RAG).<\/p>\n

Obtainable for obtain or accessible by way of APIs, it really works by having enterprises outline a curated \u201csearch house\u201d of accepted reviews, paperwork, or utility endpoints paired with metadata, after which utilizing vector-based similarity to match a person\u2019s pure language question to probably the most related of pre-approved goal, mentioned Tirthankar Lahiri<\/a>, SVP of mission-critical knowledge and AI engines at Oracle.<\/p>\n

As a substitute of retrieving uncooked textual content and producing a response, as is typical in RAG<\/a> methods that depend on LLMs<\/a>, Trusted Reply Search\u2019s underlying system deterministically maps the question to a selected \u201cmatch doc,\u201d extracts any required parameters, and returns a structured, verifiable consequence corresponding to a report, URL, or motion, Lahiri mentioned.<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"

Oracle says its new Trusted Reply Search can ship dependable outcomes at scale within the enterprise by scouring a ruled set of accepted paperwork utilizing vector search as a substitute of enormous language fashions (LLMs) and retrieval-augmented technology (RAG). Obtainable for obtain or accessible by way of APIs, it really works by having enterprises outline […]<\/p>\n","protected":false},"author":1,"featured_media":25604,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":{"0":"post-25602","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-cloud-computing"},"_links":{"self":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/25602","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=25602"}],"version-history":[{"count":1,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/25602\/revisions"}],"predecessor-version":[{"id":25603,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/25602\/revisions\/25603"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/media\/25604"}],"wp:attachment":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25602"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25602"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}