Subjective Prediction of Questions in Q & A System based on the Open Domain of Daily Life

Wenzhe Wang, Yong Yue, Xiaohui Zhu

Research output: Chapter in Book or Report/Conference proceedingConference Proceedingpeer-review

Abstract

People and computers have different understandings of questions, and people have different needs for answers. For some questions, people may not need objective answers, but developmental opinions. This paper analyzes long and difficult questions in an open domain question answering system and provides effective information to the system with subjective predictions. It uses pseudo-label technology and the blending of multiple pre-trained language models to improve the understanding of long and difficult text question sentences. In addition, by designing a variety of subjective labels, the model's prediction of the subjectivity and objectivity of questions can provide effective information for the question-and-answer system. Since there are currently no standard definitions or standards for subjective labels and long and difficult text question sentences, we have conducted a subjective analysis of long text questions based on 30 question sentence subjective labels and long text question longer than 512 characters, using Spearman's relative coefficient as the evaluation standard for model prediction. This work is the first to implement subjective prediction of long and difficult text in the open domain area by designing 30 subjective labels.

Original languageEnglish
Title of host publicationProceedings - 6th International Conference on Control Engineering and Artificial Intelligence, CCEAI 2022
EditorsDan Zhang, Marek Ogiela
PublisherAssociation for Computing Machinery
Pages42-48
Number of pages7
ISBN (Electronic)9781450385916
DOIs
Publication statusPublished - 11 Mar 2022
Event6th International Conference on Control Engineering and Artificial Intelligence, CCEAI 2022 - Virtual, Online, Japan
Duration: 11 Mar 2022 → …

Publication series

NameACM International Conference Proceeding Series

Conference

Conference6th International Conference on Control Engineering and Artificial Intelligence, CCEAI 2022
Country/TerritoryJapan
CityVirtual, Online
Period11/03/22 → …

Keywords

  • Natural language processing
  • Pre-trained language model
  • Question analysis
  • Subjective prediction

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