Contextual Semantic Embeddings Based on Transformer Models for Arabic Biomedical Questions Classification

被引:0
|
作者
Talghalit, Ismail Ait [1 ]
Alami, Hamza [2 ]
El Alaoui, Said Ouatik [1 ]
机构
[1] Engineering Sciences Laboratory, National School of Applied Sciences, Ibn Tofail University, Kenitra,14000, Morocco
[2] LISAC Laboratory, Faculty of Sciences Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez,30003, Morocco
来源
HighTech and Innovation Journal | 2024年 / 5卷 / 04期
关键词
37;
D O I
10.28991/HIJ-2024-05-04-011
中图分类号
学科分类号
摘要
引用
收藏
页码:1024 / 1037
相关论文
共 50 条
  • [1] Compressing Transformer-Based Semantic Parsing Models using Compositional Code Embeddings
    Prakash, Prafull
    Shashidhar, Saurabh Kumar
    Zhao, Wenlong
    Rongali, Subendhu
    Khan, Haidar
    Kayser, Michael
    FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, EMNLP 2020, 2020, : 4711 - 4717
  • [2] Arabic Biomedical Community Question Answering Based on Contextualized Embeddings
    El Adlouni, Yassine
    Nahnahi, Noureddine En
    El Alaoui, Said Ouatik
    Meknassi, Mohammed
    Rodriguez, Horacio
    Alami, Nabil
    INTERNATIONAL JOURNAL OF INTELLIGENT INFORMATION TECHNOLOGIES, 2021, 17 (03) : 13 - 29
  • [3] Contextual semantic embeddings based on fine-tuned AraBERT model for Arabic text multi-class categorization
    El-Alami, Fatima-zahra
    El Alaoui, Said Ouatik
    Nahnahi, Noureddine En
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2022, 34 (10) : 8422 - 8428
  • [4] Arabic Text Classification Based on Word and Document Embeddings
    El Mahdaouy, Abdelkader
    Gaussier, Eric
    El Alaoui, Said Ouatik
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT SYSTEMS AND INFORMATICS 2016, 2017, 533 : 32 - 41
  • [5] Classification of Arabic healthcare questions based on word embeddings learned from massive consultations: a deep learning approach
    Faris, Hossam
    Habib, Maria
    Faris, Mohammad
    Alomari, Alaa
    Castillo, Pedro A.
    Alomari, Manal
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 13 (04) : 1811 - 1827
  • [6] Classification of Arabic healthcare questions based on word embeddings learned from massive consultations: a deep learning approach
    Hossam Faris
    Maria Habib
    Mohammad Faris
    Alaa Alomari
    Pedro A. Castillo
    Manal Alomari
    Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 1811 - 1827
  • [7] Arabic Text Classification based on Semantic Relations
    Hijazi, Musab
    Zeki, Akram
    Ismail, Amelia
    INTERNATIONAL JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE, 2022, 17 (02): : 937 - 946
  • [8] Substitution-based Semantic Change Detection using Contextual Embeddings
    Card, Dallas
    61ST CONFERENCE OF THE THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, ACL 2023, VOL 2, 2023, : 590 - 602
  • [9] An Approach Based on Semantic Relationship Embeddings for Text Classification
    Laura Lezama-Sanchez, Ana
    Tovar Vidal, Mireya
    Reyes-Ortiz, Jose A.
    MATHEMATICS, 2022, 10 (21)
  • [10] An Ensemble of Arabic Transformer-based Models for Arabic Sentiment Analysis
    El Karfi, Ikram
    El Fkihi, Sanaa
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (08) : 561 - 567