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. 2022 Nov 28:1–39. Online ahead of print. doi: 10.1007/s40593-022-00323-0

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Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Fig. 6 — Hybrid essay scoring model based on fine-tuning a pre-trained BERT model and concatenating the resulting essay representation with an essay vector consisting of hand-crafted features, adapted from Uto et al. (2020); variables are explained in the text