Invention Grant
- Patent Title: Relation extraction using co-training with distant supervision
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Application No.: US15629896Application Date: 2017-06-22
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Publication No.: US10223639B2Publication Date: 2019-03-05
- Inventor: Tin Kam Ho , Luis A. Lastras-Montano , Sean A. Wilner
- Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
- Applicant Address: US NY Armonk
- Assignee: International Business Machines Corporation
- Current Assignee: International Business Machines Corporation
- Current Assignee Address: US NY Armonk
- Agent Reza Sarbakhsh
- Main IPC: G06F17/00
- IPC: G06F17/00 ; G06N5/02 ; G06F17/27

Abstract:
Generating, updating, and using a knowledge graph. Concepts in a knowledge graph can have relations to one another. These relations may be expressed as confidence values. A training data set may be split into two portions, with the first portion used to update confidence values for existing relations between concept pairs, using the knowledge graph. These confidence values can be used, together with the second portion used to update confidence values for known phrases that express known relations. These confidence values, in turn, can be used, together with the first portion, to increase the accuracy of the original confidence scores with respect to existing relations. The process may be iteratively employed, with each iteration increasing the accuracy of confidence scores.
Public/Granted literature
- US20180373989A1 RELATION EXTRACTION USING CO-TRAINING WITH DISTANT SUPERVISION Public/Granted day:2018-12-27
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