What is on your mind? Automated scoring of mindreading in childhood and early adolescence.

Venelin Kovatchev, Phillip Smith, Mark Lee, Imogen Grumley Traynor, Irene Luque Aguilera, R.T. Devine

Research output: Chapter in Book/Report/Conference proceedingChapter (peer-reviewed)peer-review

Abstract

In this paper we present the first work on the automated scoring of mindreading ability in middle childhood and early adolescence. We create MIND-CA, a new corpus of 11,311 question-answer pairs in English from 1,066 children aged from 7 to 14. We perform machine learning experiments and carry out extensive quantitative and qualitative evaluation. We obtain promising results, demonstrating the applicability of state-of-the-art NLP solutions to a new domain and task.
Original languageEnglish
Title of host publicationProceedings of the 28th International Conference on Computational Linguistics
EditorsDonia Scott, Nuria Bel, Chengqing Zong
Place of PublicationBarcelona, Spain
PublisherInternational Committee on Computational Linguistics
Pages6217
Number of pages6228
DOIs
Publication statusPublished - 2 Dec 2020
EventInternational Conference on Computational Linguistics - Barcelona, Spain
Duration: 8 Dec 202013 Dec 2020
Conference number: 28
https://www.aclweb.org/anthology/volumes/2020.coling-main/

Conference

ConferenceInternational Conference on Computational Linguistics
Abbreviated titleCOLING
Country/TerritorySpain
CityBarcelona
Period8/12/2013/12/20
Internet address

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