BIAS DETECTION AND ESTIMATION UNDER TECHNICAL PORTFOLIO REVIEWS

Patent №

US 11,048,741

Granted

2021-06-29

Filed 2019

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

7

ml · nlp · vision · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16399184

A bias detection method, system, and computer program product include creating a context of an applicant based on a profile of the applicant and a context of a reviewer based on a profile of the reviewer, predicting a probability of overlapping data points between the applicant and the reviewer, building enriched embeddings for a deep learning model based on the context of the applicant, the context of the reviewer, the overlapping data points, and text from a review and a final decision by the reviewer, and calculating a bias score via a deep learning model run over the enriched embeddings.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG06F 16/345G06F 40/30G06F 16/335G06F 16/355G06F 40/216G06F 40/284G06N 3/0442G06N 3/045+4 more

AI classification

Natural language1.00
Machine learning1.00
Planning1.00
Knowledge representation1.00
Speech0.99
Vision0.89
AI hardware0.57
Evolutionary computation0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 490570548

Assignors

CINTAS, CELIA, OGALLO, WILLIAM, WALCOTT, AISHA, REMY, SEKOU LIONEL

On an employer assignment, the assignors are typically the inventors.

From the same owner

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