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:
Nov. 01, 2022

Filed:

Aug. 23, 2019
Applicant:

Salesforce.com, Inc., San Francisco, CA (US);

Inventors:

Tong Niu, Sunnyvale, CA (US);

Caiming Xiong, Menlo Park, CA (US);

Richard Socher, Menlo Park, CA (US);

Assignee:

Salesforce.com, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/284 (2020.01); G06N 3/08 (2006.01); H03M 7/42 (2006.01); H03M 7/30 (2006.01); G06F 40/40 (2020.01);
U.S. Cl.
CPC ...
G06F 40/284 (2020.01); G06F 40/40 (2020.01); G06N 3/088 (2013.01); H03M 7/3084 (2013.01); H03M 7/42 (2013.01);
Abstract

Embodiments described herein provide a provide a fully unsupervised model for text compression. Specifically, the unsupervised model is configured to identify an optimal deletion path for each input sequence of texts (e.g., a sentence) and words from the input sequence are gradually deleted along the deletion path. To identify the optimal deletion path, the unsupervised model may adopt a pretrained bidirectional language model (BERT) to score each candidate deletion based on the average perplexity of the resulting sentence and performs a simple greedy look-ahead tree search to select the best deletion for each step.


Find Patent Forward Citations

Loading…