Machine learning models as a differentiable search index for directly predicting resource retrieval results
Topics: AI (Deep Learning), Indexing, Probably in use, Ranking, User Signals
This Google patent describes a novel approach to information retrieval using machine learning models called Differentiable Search Index (DSI). The system directly predicts relevant resources in response to queries by encoding all corpus information within the model’s parameters, eliminating the need for traditional index structures. The innovation uses a single machine learning model (typically a Transformer architecture) that maps queries directly to resource identifiers, significantly simplifying the retrieval process and improving efficiency.
... You would like to read more about this exciting topic? You can read the full article as a member of the SEO Resesarch Suite. Complete access to full exclusive blog articles, analysis of the patents, research paper, other SEO related documents and use of AI research tools are only for SEO Thought Leader (yearly), SEO Thought Leader (monthly), and SEO Thought Leader basic (yearly) members.
Your advantages:
+ Get access to the full exclusive paid articles in the blog.
+ Full analysis of hundreds of well researched active Microsoft and Google patents and research paper.
+ Save a lot of time and get insights in just a few minutes, without having to spend hours analyzing the documents.
+ Get quick exclusive insights about how search engines and Google could work with easy to understand summaries and analysis.
+ All patents classified by topic for targeted research.
+ New patent summaries and analysis every week. Weekly notification via E-Mail
+ Use all 5 AI Research Tools to gain insights in seoncds from all documents in the taining databases, the Google Leak Analyzer, Patent & Paper Analyzer, Semantic SEO Research Agent, LLMO / GEO Assistant
+ Gain fundamental insights for your SEO work and become a real thought leader.
Get access to the SEO Research Suite and become a SEO thought leader now!
Your advantages:
+ Get access to the full exclusive paid articles in the blog.
+ Full analysis of hundreds of well researched active Microsoft and Google patents and research paper.
+ Save a lot of time and get insights in just a few minutes, without having to spend hours analyzing the documents.
+ Get quick exclusive insights about how search engines and Google could work with easy to understand summaries and analysis.
+ All patents classified by topic for targeted research.
+ New patent summaries and analysis every week. Weekly notification via E-Mail
+ Use all 5 AI Research Tools to gain insights in seoncds from all documents in the taining databases, the Google Leak Analyzer, Patent & Paper Analyzer, Semantic SEO Research Agent, LLMO / GEO Assistant
+ Gain fundamental insights for your SEO work and become a real thought leader.
Get access to the SEO Research Suite and become a SEO thought leader now!
Already a member? Log in here
