| アイテムタイプ |
デフォルトアイテムタイプ（フル）(1) |
| 公開日 |
2022-06-14 |
| タイトル |
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|
タイトル |
DCU Team at the NTCIR-16 RCIR Task |
|
言語 |
en |
| 作成者 |
Manh-Duy Nguyen
Thao-Nhu Nguyen
Binh Thanh Nguyen
Annalina Caputo
Cathal Gurrin
|
| 内容記述 |
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|
内容記述タイプ |
Abstract |
|
内容記述 |
Reading is one of the most common everyday activities. People read through most of their daily context such as during study or for entertainment in their spare time. Despite playing a critical role in our lives, there has been limited research on how people read and how it affects their level of understanding. The NTCIR-16 RCIR challenge is the first collaborative evaluation that aims to automatically measure the reading comprehension of a reader and integrate it as part of the information retrieval process. In this paper, we present our approach for the NTCIR-16 RCIR challenge, in which task participants are required to predict reading comprehension using eye movement signals of the readers. We utilised several conventional machine learning techniques to estimate the level of comprehension and combined it with a language model to perform text retrieval. Our extensive experiments, covering both subject-dependent and subject-independent scenarios, showed that our approach with fine-tuning obtained a Spearman’s coefficient of 0.5993 for the comprehension-evaluation task and nDCG at 0.7296 for the comprehension-based retrieval task. |
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言語 |
en |
| 出版者 |
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|
出版者 |
NII Institutional Repository |
|
言語 |
en |
| 日付 |
|
|
日付 |
2022-06-14 |
|
日付タイプ |
Issued |
| 言語 |
|
|
言語 |
eng |
| 資源タイプ |
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|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_5794 |
|
資源タイプ |
conference paper |
| ID登録 |
|
|
ID登録 |
10.20736/0002002292 |
|
ID登録タイプ |
JaLC |
| 関連情報 |
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|
関連タイプ |
isReferencedBy |
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|
識別子タイプ |
URI |
|
|
関連識別子 |
https://research.nii.ac.jp/ntcir/ntcir-16/index.html |
|
|
言語 |
en |
|
|
関連名称 |
NTCIR-16 Conference |
| 開始ページ |
|
|
開始ページ |
none |
| 会議記述 |
|
|
|
会議名 |
NTCIR-16 Conference |
|
|
言語 |
en |
|
回次 |
16 |
|
|
主催機関 |
National Institute of Informatics |
|
|
言語 |
en |
|
|
開始年 |
2022 |
|
|
開始月 |
6 |
|
|
開始日 |
14 |
|
|
終了年 |
2022 |
|
|
終了月 |
6 |
|
|
終了日 |
17 |
|
|
開催期間 |
June 14-17, 2022 |
|
|
言語 |
en |
|
|
開催会場 |
National Institute of Informatics |
|
|
言語 |
en |
|
開催国 |
JPN |
02-NTCIR16-RCIR-NguyenM.pdf (1.1 MB)
