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Microsoft patents AI method to index large documents using sliding windows

Microsoft has filed a patent application for a method that uses generative AI to create search indexes for very long documents. The system breaks the document into overlapping sections called 'sliding windows' so the AI can describe each page with context from its neighbors, then combines these descriptions into a final index.

Why it mattersThis approach could make it easier to search and summarize massive text files, such as legal contracts or technical manuals, by giving the AI enough context to understand the content accurately.

In the filing’s own words

Methods, apparatuses, and products for indexing pages of a document include generating, for each page window of a plurality of page windows of a document, a description of each page of a respective page window, including: selecting a particular page window of a plurality of page windows of the document by applying a sliding window to a plurality of pages of the document; prompting a generative artificial intelligence (AI) model to generate a description of each page in the particular page window based on any included visual content and contextual information including each other page in the particular page window; and receiving, as output from the generative AI model, the description of each page in the particular page window; and generating index data for the document based on the output from the generative AI model for each page window of the plurality of page windows.

What exactly they claim (claim 1)

1. A method of sliding window document indexing using generative artificial intelligence (AI), comprising: identifying a plurality of page windows of a document, wherein each page window of the plurality of page windows comprises a plurality of pages and wherein at least one page of the plurality of pages of each page window overlaps with at least one page of another page window of the plurality of page windows, and wherein a size of the document exceeds an input limit of a generative artificial intelligence (AI) model; generating, for each page window of the plurality of page windows of the document, a description of each page of a respective page window, including: applying a sliding window to a plurality of pages of the document by iterating over the plurality of page windows of the document; selecting a particular page window of the plurality of page windows of the document by applying a sliding window to a plurality of pages of the document; prompting the generative AI model to generate a description of each page in the particular page window based on any included visual content and contextual information including each other page in the particular page window; and receiving, as output from the generative AI model, the description of each page in the particular page window; and generating index data for the document based on the output from the generative AI model for each page window of the plurality of page windows.

Facts

Company
Microsoft (Microsoft Technology Licensing, LLC)
Official title
SLIDING WINDOW DOCUMENT INDEXING USING GENERATIVE ARTIFICIAL INTELLIGENCE
Publication number
US20260277943A1
Application number
19079054
Filed
Mar 13, 2025
Published
Sep 17, 2026
Inventors
1
Claims
20

Classified under

G06F 16/31 Physics & computingG06F 16/93 Physics & computing

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.