2000 character limit reached
Automatic Essay Scoring in a Brazilian Scenario (2401.00095v1)
Published 29 Dec 2023 in cs.CL
Abstract: This paper presents a novel Automatic Essay Scoring (AES) algorithm tailored for the Portuguese-language essays of Brazil's Exame Nacional do Ensino M\'edio (ENEM), addressing the challenges in traditional human grading systems. Our approach leverages advanced deep learning techniques to align closely with human grading criteria, targeting efficiency and scalability in evaluating large volumes of student essays. This research not only responds to the logistical and financial constraints of manual grading in Brazilian educational assessments but also promises to enhance fairness and consistency in scoring, marking a significant step forward in the application of AES in large-scale academic settings.
- Automated essay scoring: A survey of the state of the art. In IJCAI, volume 19, pages 6300–6308, 2019.
- Essay-br: a brazilian corpus of essays. In Anais do III Dataset Showcase Workshop, pages 53–64, Online, 2021. Sociedade Brasileira de Computação.
- Bert: Pre-training of deep bidirectional transformers for language understanding, 2019.
- BERTimbau: Pretrained BERT Models for Brazilian Portuguese, pages 403–417. 10 2020.
- Improving neural networks by preventing co-adaptation of feature detectors, 2012.
- The brWaC corpus: A new open resource for Brazilian Portuguese. In Nicoletta Calzolari, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Koiti Hasida, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Asuncion Moreno, Jan Odijk, Stelios Piperidis, and Takenobu Tokunaga, editors, Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018), Miyazaki, Japan, May 2018. European Language Resources Association (ELRA).
- Decoupled weight decay regularization, 2019.
- A multi-aspect analysis of automatic essay scoring for Brazilian Portuguese. In Florian Kunneman, Uxoa Iñurrieta, John J. Camilleri, and Mariona Coll Ardanuy, editors, Proceedings of the Student Research Workshop at the 15th Conference of the European Chapter of the Association for Computational Linguistics, pages 94–102, Valencia, Spain, April 2017. Association for Computational Linguistics.
- Automatically Grading Brazilian Student Essays: 13th International Conference, PROPOR 2018, Canela, Brazil, September 24–26, 2018, Proceedings, pages 170–179. 01 2018.
- Deep learning architecture for automatic essay scoring, 2022.