INTELLIGENTLY SUMMARIZING AND PRESENTING TEXTUAL RESPONSES WITH MACHINE LEARNING

Patent №

US 11,620,455

Granted

2023-04-04

Filed 2021

Owner

QUALTRICS, LLC

Lab

AI components

7

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

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17493258

This disclosure relates to methods, non-transitory computer readable media, and systems apply machine-learning techniques and computational sentiment analysis to summarize sentences extracted from a group of textual responses or to select representative-textual responses from the group of textual responses. By using a response-extraction-neural network to extract (and sometimes paraphrase) sentences from textual responses, the disclosed methods, non-transitory computer readable media, and systems can generate a response summary of textual responses based on sentiment indicators corresponding to the textual responses. By applying a machine-learning classifier to generate textual quality scores for textual responses, the disclosed methods, non-transitory computer readable media, and systems select representative-textual responses from a group of textual responses based on relevancy parameters and sentiment indicators corresponding to the textual responses. Such computational techniques generate response summaries and representative responses that provide an efficient snapshot of a group of textual responses analyzed by machine learners.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG06F 40/30G06F 16/3344G06F 16/345G06F 16/36G06N 3/04G06N 3/044G06N 3/0442G06N 3/045+8 more

AI classification

Machine learning1.00
Natural language1.00
Speech1.00
Knowledge representation1.00
Planning0.80
AI hardware0.74
Vision0.61
Evolutionary computation0.00

Ownership

QUALTRICS, LLC

assignment · 587160117

Assignors

NORTON, R DAVID, MORNINGSTAR, JAMIE, FANG, ZHENG

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

From the same owner

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