|
INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016 open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15 |
Imp Links for Author
Imp Links for Reviewer
Research Area
Subscribe IJSDR
Visitor Counter
Copyright Infringement Claims
Indexing Partner
|
Published Paper Details
|
|
| Paper Title: | Study the XLM-RoBERTa, ByT5, mT5 question and answer methods for Lao language in specific areas of internet network equipment |
| Authors Name: | Lathsamy CHIDTAVONG , Sommith THOUMMALY , Outhigone LABOUNTHANH , Soulith SENGMANOTHUM , Amone CHANTHAPHAVONG |
| Unique Id: | IJSDR2307006 |
| Published In: | Volume 8 Issue 7, July-2023 |
| Abstract: | The purpose of this research is to study Question Answering method using XLM-RoBERTa, ByT5 and mT5 Models for closed domain network device in Lao language, the aim is to develop Question answering system to help answer question more quickly and close to human as much as possible in Lao language. Therefore, the dataset is retrieved and created from www.huawei.com by using web scraping technique, and then translated to Lao language. The dataset is in SQuAD format that consists of 921 articles (samples), where 330 articles is translated to Lao language remaining 591 articles keep in english, dataset has question 989 samples in Lao language, answer has 989 samples (393 Lao samples). The result of the research shows that training time of the XLM-RoBERTa model takes 58.3 minutes, the evaluation result by exact match is 51.51% and F1 Score is 78.38%. For the ByT5 model, training time is 120.76 minutes, evaluation result by exact match is 29.29% and F1 Score is 62.42%. The final model, the mT5 takes 82.28 minutes for training time, the exact match is 3.03% and F1 Score is 38.01% |
| Keywords: | XLM-RoBERTa, ByT5, mT5, SQuAD, Machine Reading comphehension |
| Cite Article: | "Study the XLM-RoBERTa, ByT5, mT5 question and answer methods for Lao language in specific areas of internet network equipment", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.8, Issue 7, page no.29 - 35, July-2023, Available :http://www.ijsdr.org/papers/IJSDR2307006.pdf |
| Downloads: | 000338536 |
| Publication Details: | Published Paper ID: IJSDR2307006 Registration ID:207547 Published In: Volume 8 Issue 7, July-2023 DOI (Digital Object Identifier): Page No: 29 - 35 Publisher: IJSDR | www.ijsdr.org ISSN Number: 2455-2631 |
|
Click Here to Download This Article |
|
| Article Preview | |
|
|
|
Major Indexing from www.ijsdr.org
| Google Scholar | ResearcherID Thomson Reuters | Mendeley : reference manager | Academia.edu |
| arXiv.org : cornell university library | Research Gate | CiteSeerX | DOAJ : Directory of Open Access Journals |
| DRJI | Index Copernicus International | Scribd | DocStoc |
Track Paper
Important Links
Conference Proposal
ISSN
 |
 |
DOI (A digital object identifier)
  Providing A digital object identifier by DOI How to GET DOI and Hard Copy Related |
Open Access License Policy
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License
|
 |
 |
 |
Social Media
Indexing Partner |
|||
| Copyright © 2024 - All Rights Reserved - IJSDR | |||
Facebook Twitter Instagram LinkedIn