| Presentation | 2021-12-11 Development of trait-based neural automated essay scoring incorporating multidimensional item response theory Takumi Shibata, Masaki Uto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, deep neural network (DNN)-based automated essay scoring (AES) models that can simultaneously predict the overall score and multiple trait-specific scores have been proposed. However, the main problem of conventional models is the lack of explainability. To resolve this problem, this study proposes a new trait-based DNN-AES model with high explainability by integrating multidimensional item response theory. The proposed model succeeded in improving explainability without a significant loss of accuracy compared to a state-of-the-art conventional model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | essay-type tests / automated essay scoring / deep neural networks / multidimensional item response theory / explainability |
| Paper # | ET2021-33 |
| Date of Issue | 2021-12-04 (ET) |
| Conference Information | |
| Committee | ET |
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| Conference Date | 2021/12/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Sessions for Young Researchers (Young Researcher Awards Selection), etc. |
| Chair | Kenji Watanabe(Hiroshimai Univ.) |
| Vice Chair | Yasuhiro Fujihara(Hyogo College of Medicine) |
| Secretary | Yasuhiro Fujihara(Kochi Univ.) |
| Assistant | Sho Yamamoto(Kinki Univ.) / Toru Kano(Tokyo University of Science) |
| Paper Information | |
| Registration To | Technical Committee on Educational Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of trait-based neural automated essay scoring incorporating multidimensional item response theory |
| Sub Title (in English) | |
| Keyword(1) | essay-type tests |
| Keyword(2) | automated essay scoring |
| Keyword(3) | deep neural networks |
| Keyword(4) | multidimensional item response theory |
| Keyword(5) | explainability |
| 1st Author's Name | Takumi Shibata |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Masaki Uto |
| 2nd Author's Affiliation | The University of Electro-Communications(UEC) |
| Date | 2021-12-11 |
| Paper # | ET2021-33 |
| Volume (vol) | vol.121 |
| Number (no) | ET-294 |
| Page | pp.pp.23-28(ET), |
| #Pages | 6 |
| Date of Issue | 2021-12-04 (ET) |