The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 23, 2025

Filed:

Mar. 27, 2023
Applicant:

Text Iq, Inc., New York, NY (US);

Inventors:

Ethan Benjamin, New York, NY (US);

Apoorv Agarwal, New York, NY (US);

Assignee:

RELATIVITY ODA LLC, Chicago, IL (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 16/334 (2025.01); G06F 16/353 (2025.01); G06F 40/284 (2020.01); G06F 40/44 (2020.01); G06N 7/01 (2023.01); G06Q 50/18 (2012.01);
U.S. Cl.
CPC ...
G06F 16/3346 (2019.01); G06F 16/353 (2019.01); G06F 40/284 (2020.01); G06F 40/44 (2020.01); G06N 7/01 (2023.01); G06Q 50/18 (2013.01);
Abstract

A method for identifying and ranking potentially privileged documents using a machine learning topic model may include receiving a set of documents. The method may also include, for each of two or more documents in the set of documents, extracting a set of spans from the document, generating, using a machine learning topic model, a set of topics and a subset of legal topics for the set of spans, generating a vector of probabilities for each span with a probability being assigned to each topic in the set of topics for the span, assigning a score to one or more spans in the set of spans by summing the probabilities in the vector that are assigned to a topic in the subset of legal topics, and assigning a score to the document. The method may further include ranking the two or more documents by their assigned scores.


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