|
|
Publication
|
| Research Title |
Question Generation from Thai Wiki paragraphs by using Transformer |
| Date of Distribution |
18 March 2022 |
| Conference |
| Title of the Conference |
The 2nd International Conference on Science Technology & Innovation-Maejo University |
| Organiser |
Faculty of Science, Maejo University, Thailand |
| Conference Place |
Online zoom |
| Province/State |
เชียงใหม่ |
| Conference Date |
18 March 2022 |
| To |
18 March 2022 |
| Proceeding Paper |
| Volume |
2 |
| Issue |
1 |
| Page |
65-79 |
| Editors/edition/publisher |
Faculty of Science, Maejo University, Thailand |
| Abstract |
Question Generation (QG) is one of the tasks in Natural Language Processing (NLP) that allows computers to understand the text and human language, which is important in education. The purpose of QG is to generate interrogative sentences similar to humans. However, there are very few researches related to generating Thai language questions. In this study, we proposed a method for generating a Thai wh-question (what, when, where, who, and which) with a multilingual variant of T5, a model in a Transformer architecture whose efficiency is state-of-the-art on many multilingual benchmarks covering 101 languages, including Thai.We used the iApp Wiki QA dataset for training, validation, and test. We generated questions using Thai paragraphs from the iApp Wiki QA dataset and evaluated the performance of the questions with precision and recall. Finally, we evaluated the diversity of generated questions in two methods: 1) normal input paragraphs and 2) splitting a sentence into sub-sentences. Both methods have the number of questions equal to 5788. We evaluated both methods on Self-BLEU4 and the percentage of repetition of questions. As a result, Method 1 obtained Self-BLEU4 of 19.01 and repetition of 42.03%, and Method 2 obtained Self-BLEU4 of 17.43 and repetition of 20.97% |
| Author |
|
| Peer Review Status |
ไม่มีผู้ประเมินอิสระ |
| Level of Conference |
นานาชาติ |
| Type of Proceeding |
Full paper |
| Type of Presentation |
Oral |
| Part of thesis |
true |
| ใช้สำหรับสำเร็จการศึกษา |
ไม่เป็น |
| Presentation awarding |
true |
| Award Title |
Announcement of the presentation awards, matchematics, Statistics & Data Science: Honorable Mention |
| Type of award |
รางวัลด้านวิชาการ วิชาชีพ |
| Organiser |
Faculty of Science, Maejo University, Thailand |
| Date of awarding |
18 มีนาคม 2565 |
| Attach file |
|
| Citation |
0
|
|
|
|
|
|
|
|
|
Journal Publication
ไทย