| 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 |
2025-06-06 |
| タイトル |
|
|
タイトル |
TMUNLPG2 at the NTCIR-18 MedNLP-CHAT Task |
|
言語 |
en |
| 作成者 |
Pei-Ying Yang
Tzu-Cheng Peng
Wen-Chao Yeh
Chien Chin Chen
Yung-Chun Chang
|
| 内容記述 |
|
|
内容記述タイプ |
Abstract |
|
内容記述 |
The TMUNLPG2 team participated in the Japanese subtask of the NTCIR-18 Medical Natural Language Processing for AI Chat (MedNLP-CHAT) Task. This paper presents our methodological approach and analyzes the official results. For the Japanese subtask, we implemented two distinct methodologies addressing the objective and subjective components. In the objective task, we fine-tuned a pre-trained language model enhanced with focal loss, comprehensive feature engineering, and strategic data augmentation techniques to optimize performance. For the subjective task, we developed specialized feature engineering methods to extract implicit semantic relationships within question-answer pairs, subsequently leveraging these features to train a robust deep learning architecture. Our approach yielded significant results, with TMUNLPG2 achieving the highest average F1-score among seven participating teams in the objective task and securing second place in the subjective task. These outcomes demonstrate the efficacy of our methodological framework and highlight its potential applications in advancing medical natural language processing systems. |
|
言語 |
en |
| 出版者 |
|
|
出版者 |
NII Institutional Repository |
|
言語 |
en |
| 日付 |
|
|
日付 |
2025-06-06 |
|
日付タイプ |
Issued |
| 言語 |
|
|
言語 |
eng |
| 資源タイプ |
|
|
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 |
10.20736/0002002057 |
|
ID登録タイプ |
JaLC |
| 関連情報 |
|
|
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-18/index.html |
|
|
言語 |
en |
|
|
関連名称 |
NTCIR-18 Conference |
| 開始ページ |
|
|
開始ページ |
none |
| 会議記述 |
|
|
|
会議名 |
NTCIR-18 Conference |
|
|
言語 |
en |
|
回次 |
18 |
|
|
主催機関 |
National Institute of Informatics |
|
|
言語 |
en |
|
|
開始年 |
2025 |
|
|
開始月 |
6 |
|
|
開始日 |
10 |
|
|
終了年 |
2025 |
|
|
終了月 |
6 |
|
|
終了日 |
13 |
|
|
開催期間 |
June 10-13, 2025 |
|
|
言語 |
en |
|
|
開催会場 |
National Institute of Informatics |
|
|
言語 |
en |
|
開催国 |
JPN |
07-NTCIR18-MEDNLP-YangP.pdf (2.0 MB)
