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IFlyEA: A Chinese essay assessment system with automated rating, review generation, and recommendation

  • Jiefu Gong
  • , Xiao Hu
  • , Wei Song
  • , Ruiji Fu
  • , Zhichao Sheng
  • , Bo Zhu
  • , Shijin Wang
  • , Ting Liu
  • IFLYTEK Co., Ltd.
  • Capital Normal University

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

Abstract

Automated Essay Assessment (AEA) aims to judge students’ writing proficiency in an automatic way. This paper presents a Chinese AEA system IFlyEssayAssess (IFlyEA), targeting on evaluating essays written by native Chinese students from primary and junior schools. IFlyEA provides multi-level and multi-dimension analytical modules for essay assessment. It has state-of-the-art grammar level analysis techniques, and also integrates components for rhetoric and discourse level analysis, which are important for evaluating native speakers’ writing ability, but still challenging and less studied in previous work. Based on the comprehensive analysis, IFlyEA provides application services for essay scoring, review generation, recommendation, and explainable analytical visualization. These services can benefit both teachers and students during the process of writing teaching and learning.

Original languageEnglish
Title of host publicationACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the System Demonstrations
PublisherAssociation for Computational Linguistics (ACL)
Pages240-248
Number of pages9
ISBN (Electronic)9781954085565
DOIs
StatePublished - 2021
EventJoint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: System Demonstration, ACL-IJCNLP 2021 - Virtual, Online, Thailand
Duration: 1 Aug 20216 Aug 2021

Publication series

NameACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the System Demonstrations

Conference

ConferenceJoint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: System Demonstration, ACL-IJCNLP 2021
Country/TerritoryThailand
CityVirtual, Online
Period1/08/216/08/21

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