Framework for Deep Learning-Based Language Models Using Multi-Task Learning in Natural Language Understanding: A Systematic Literature Review and Future Directions

Samant, Rahul Manohar, Bachute, Mrinal R., Gite, Shilpa, Kotecha, Ketan·2022·IEEE Access

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Items 101–123 of 123

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  3. Exploring Multi-Task Learning for Transfer Learning Based Active Learning in Medical Image Segmentation
    Surjeet Yadav, Arvind Kumar, A Kannagi, Girija Shankar Sahoo · 2024 · Lecture notes in electrical engineering
  4. CCU-NET: CBAM and Cascaded Edge Detection Optimization U-NET for Remote Sensing Image Segmentation
    Cao Xiaowen, Jiaji Qin · 2024 · Communications in computer and information science
  5. SDL: Spoken Dual Learning for Joint Optimization of SLU and SLG
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  6. Multilabel Classification in IoT NIDS: A Proposed Cross Machine Learning Pipeline
    Emmanuel Song Shombot, Gilles Dusserre, Robert Bešťák, Nasir Baba Ahmed · 2024 · IEEE Nigeria International Conference on Disruptive Technologies for Sustainable Development (NIGERCON)
  7. A Deep Semantic Comprehension-Based Automatic Conversation Model Based on Autoencoder-Enhanced Transformer
    Shouyu Liang, Bimei Zhao, Cheng Li, Yuanfeng Chen, Zhengguo Ren, Bang Ao · 2025 · IEEE Access
  8. Improve Semantic Reasoning Ability by Combining Multi-task Learning and Deformation Model
    Dan Wang, Zhenyu Yan · 2025 · Procedia Computer Science
  9. The Evolution of Intent Detection: Deep Learning-Based Paradigms for Natural Language Understanding
    Khyati C Kanani, Gopi B Sanghani · 2025 · Cureus Journal of Computer Science.
  10. Utilizing Bidirectional Mechanisms in a Multi-task Learning Framework for Explainable Product Recommendation System
    K. Laila, P.R. Jayashree, G R Jainish · 2025 · Advances in intelligent systems and computing
  11. A CNN-BiGRU-GNN Model for Sentiment Analysis of Complex English Texts
    Na Lin · 2026 · Journal of Advanced Computational Intelligence and Intelligent Informatics
  12. All-in-One Weather Image Restoration with Asymmetric Mixture-of-Experts Model and Multi-Task Collaboration
    Jinhao Chen, Zhengfei Zhuang · 2026 · Symmetry
  13. Multimodal Speech Emotion Recognition in Patient-Clinician Interactions: Sentiment Analysis Leveraging Transformer Models
    Md Jobair Hossain Faruk, K. Siam, Rafia Akter Romana, Sharif Ullah, Hossain Shahriar · 2025 · International Conference on Sustainable Technologies for Industry 5.0 (STI)
  14. Investigating Self-Contradiction in Large Language Models for Hate Speech Detection
    Amit Das, Zheng Zhang · 2026 · IEEE Annual Computing and Communication Workshop and Conference (CCWC)
  15. A Unified Natural Language Processing Framework for Hate Speech and Fake News Detection on Social Media
    Hemanth Kumar N, L Lohith, J Haswin, G Sujan Sai, Abdul Haq Nalband, Trupthi Rao · 2026 · IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)
  16. Exploration and Outlook on AI-Empowered Transformation in Educational Supervision
    Hongzhi Wang, ZeKun Tang, Yongfei Miao, XiaoQing Zhao, Xuegang Yuan · 2026
  17. Cognitive and Computational Mapping of Intertextuality Using Machine Learning
    Sanatya Singh, Somnath Banerjee · 2025 · IEEE International Conference on Recent Trends in Computing and Smart Mobility (RCSM)
  18. Intent Identification in VAT and Tax Policy Discussions Using a Hybrid Data-Driven Multi-Task Transformer
    Heera Patwal, Saurabh Dhanik · 2026 · International Conference on Intelligent Processing, Hardware, Electronics, and Radio Systems (CIPHER)
  19. Advancing AI for NLP to Improve Contextual Understanding and Human-Computer Interaction
    Roohee Khan, Anjali Goswami · 2026 · ITM Web of Conferences
  20. Self-supervised contrastive learning for robust multilingual NLP in cross-border social media analysis
    Ans Alghamdi · 2026 · SN Social Sciences
  21. Social Media Deep Fake Detection Using Deep Learning and Fast-Text Embeddings for Detecting Machine-Generated Tweets
    Ch. Ramesh, Ambati Rama Mohan Reddy, RM Noorullah · 2025 · International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC)
  22. Designing a Modular Agentic AI as a Personal Assistant for Grid Computing System
    Aniruddha Ghosh, Saugata Kundu, Debojit Saha, Abhi Biswas, Preetam Das, Soumyadip Jana, Subhalaxmi Chakraborty · 2026 · Lecture notes in networks and systems
  23. Cross Cultural Semantic Matching Algorithm for Adaptive Expression of Traditional Chinese Medicine Culture in International Chinese Classrooms
    Longfei Zhong, Lin Pang, Huiyin Huang, Zhuoying Zheng, Yuyi Liu, Keyang Zhou · 2026 · International Conference on Computer Information and Big Data Applications (CIBDA)