Transformer Networks - Architectures and Applications: Investigating Transformer Network Architectures and Their Diverse Applications in Natural Language Processing and Beyond
Published 27-02-2024
Keywords
- Transformer Networks,
- Attention Mechanism,
- Natural Language Processing,
- Deep Learning,
- Machine Translation
- Text Generation,
- Computer Vision,
- Speech Recognition,
- Applications,
- Challenges ...More
How to Cite
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Abstract
Transformer Networks, since their introduction in the seminal paper "Attention is All You Need," have revolutionized the field of natural language processing (NLP) and found wide-ranging applications beyond NLP. This paper provides a comprehensive overview of transformer network architectures and their diverse applications. We start by explaining the core components of transformer networks, including self-attention mechanisms and feed-forward neural networks. We then delve into various transformer-based architectures, such as BERT, GPT, and T5, highlighting their unique features and improvements over the original transformer model.
Furthermore, we explore the applications of transformer networks in NLP tasks, such as machine translation, text summarization, and question answering. We also discuss their use in computer vision, speech recognition, and other domains. Additionally, we examine the challenges and limitations of transformer networks, including computational complexity and fine-tuning requirements.
Overall, this paper aims to provide a comprehensive understanding of transformer networks, their architectures, and their wide-ranging applications, showcasing their significance in advancing the field of deep learning and artificial intelligence.
References
- Pargaonkar, Shravan. "A Review of Software Quality Models: A Comprehensive Analysis." Journal of Science & Technology 1.1 (2020): 40-53.
- Ding, Liang, et al. "Understanding and improving lexical choice in non-autoregressive translation." arXiv preprint arXiv:2012.14583 (2020).
- Singh, Amarjeet, et al. "Improving Business deliveries using Continuous Integration and Continuous Delivery using Jenkins and an Advanced Version control system for Microservices-based system." 2022 5th International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT). IEEE, 2022.
- Ding, Liang, Di Wu, and Dacheng Tao. "Improving neural machine translation by bidirectional training." arXiv preprint arXiv:2109.07780 (2021).
- Raparthi, Mohan, Sarath Babu Dodda, and SriHari Maruthi. "Examining the use of Artificial Intelligence to Enhance Security Measures in Computer Hardware, including the Detection of Hardware-based Vulnerabilities and Attacks." European Economic Letters (EEL) 10.1 (2020).
- Pargaonkar, Shravan. "Bridging the Gap: Methodological Insights from Cognitive Science for Enhanced Requirement Gathering." Journal of Science & Technology 1.1 (2020): 61-66.
- Raparthi, Mohan, Sarath Babu Dodda, and Srihari Maruthi. "AI-Enhanced Imaging Analytics for Precision Diagnostics in Cardiovascular Health." European Economic Letters (EEL) 11.1 (2021).
- Ding, Liang, Longyue Wang, and Dacheng Tao. "Self-attention with cross-lingual position representation." arXiv preprint arXiv:2004.13310 (2020).
- Pargaonkar, Shravan. "Future Directions and Concluding Remarks Navigating the Horizon of Software Quality Engineering." Journal of Science & Technology 1.1 (2020): 67-81.
- Raparthi, Mohan, et al. "AI-Driven Metabolmics for Precision Nutrition: Tailoring Dietary Recommendations based on Individual Health Profiles." European Economic Letters (EEL) 12.2 (2022): 172-179.
- Pargaonkar, Shravan. "Quality and Metrics in Software Quality Engineering." Journal of Science & Technology 2.1 (2021): 62-69.
- Ding, Liang, et al. "Rejuvenating low-frequency words: Making the most of parallel data in non-autoregressive translation." arXiv preprint arXiv:2106.00903 (2021).
- Reddy, Byrapu, and Surendranadha Reddy. "Demonstrating The Payroll Reviews Based On Data Visualization For Financial Services." Tuijin Jishu/Journal of Propulsion Technology 44.4 (2023): 3886-3893.
- Singh, Amarjeet, et al. "Event Driven Architecture for Message Streaming data driven Microservices systems residing in distributed version control system." 2022 International Conference on Innovations in Science and Technology for Sustainable Development (ICISTSD). IEEE, 2022.
- Pargaonkar, Shravan. "The Crucial Role of Inspection in Software Quality Assurance." Journal of Science & Technology 2.1 (2021): 70-77.
- Reddy, B., & Reddy, S. (2023). Demonstrating The Payroll Reviews Based On Data Visualization For Financial Services. Tuijin Jishu/Journal of Propulsion Technology, 44(4), 3886-3893.
- Ding, Liang, et al. "Context-aware cross-attention for non-autoregressive translation." arXiv preprint arXiv:2011.00770 (2020).
- Pargaonkar, Shravan. "Unveiling the Future: Cybernetic Dynamics in Quality Assurance and Testing for Software Development." Journal of Science & Technology 2.1 (2021): 78-84.
- Nalluri, Mounika, et al. "Investigate The Use Of Robotic Process Automation (RPA) To Streamline Administrative Tasks In Healthcare, Such As Billing, Appointment Scheduling, And Claims Processing." Tuijin Jishu/Journal of Propulsion Technology 44.5 (2023): 2458-2468.
- Ding, Liang, et al. "Redistributing low-frequency words: Making the most of monolingual data in non-autoregressive translation." Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2022.
- Nalluri, M., Reddy, S. R. B., Rongali, A. S., & Polireddi, N. S. A. (2023). Investigate The Use Of Robotic Process Automation (RPA) To Streamline Administrative Tasks In Healthcare, Such As Billing, Appointment Scheduling, And Claims Processing. Tuijin Jishu/Journal of Propulsion Technology, 44(5), 2458-2468.
- Pargaonkar, Shravan. "Unveiling the Challenges, A Comprehensive Review of Common Hurdles in Maintaining Software Quality." Journal of Science & Technology 2.1 (2021): 85-94.
- Nalluri, Mounika, and Surendranadha Reddy Byrapu Reddy. "babu Mupparaju, C., & Polireddi, NSA (2023). The Role, Application And Critical Issues Of Artificial Intelligence In Digital Marketing." Tuijin Jishu/Journal of Propulsion Technology 44.5: 2446-2457.
- Pargaonkar, S. (2020). A Review of Software Quality Models: A Comprehensive Analysis. Journal of Science & Technology, 1(1), 40-53.
- Nalluri, M., & Reddy, S. R. B. babu Mupparaju, C., & Polireddi, NSA (2023). The Role, Application And Critical Issues Of Artificial Intelligence In Digital Marketing. Tuijin Jishu/Journal of Propulsion Technology, 44(5), 2446-2457.
- Singh, A., Singh, V., Aggarwal, A., & Aggarwal, S. (2022, November). Improving Business deliveries using Continuous Integration and Continuous Delivery using Jenkins and an Advanced Version control system for Microservices-based system. In 2022 5th International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT) (pp. 1-4). IEEE.
- Raparthi, M., Dodda, S. B., & Maruthi, S. (2020). Examining the use of Artificial Intelligence to Enhance Security Measures in Computer Hardware, including the Detection of Hardware-based Vulnerabilities and Attacks. European Economic Letters (EEL), 10(1).
- Pargaonkar, S. (2020). Bridging the Gap: Methodological Insights from Cognitive Science for Enhanced Requirement Gathering. Journal of Science & Technology, 1(1), 61-66.
- Nalluri, Mounika, et al. "Explore The Application Of Machine Learning Algorithms To Analyze Genetic And Clinical Data To Tailor Treatment Plans For Individual Patients." Tuijin Jishu/Journal of Propulsion Technology 44.5 (2023): 2505-2513.
- Raparthi, M., Dodda, S. B., & Maruthi, S. (2021). AI-Enhanced Imaging Analytics for Precision Diagnostics in Cardiovascular Health. European Economic Letters (EEL), 11(1).
- Nalluri, M., Reddy, S. R. B., Pulimamidi, R., & Buddha, G. P. (2023). Explore The Application Of Machine Learning Algorithms To Analyze Genetic And Clinical Data To Tailor Treatment Plans For Individual Patients. Tuijin Jishu/Journal of Propulsion Technology, 44(5), 2505-2513.
- Singh, A., Singh, V., Aggarwal, A., & Aggarwal, S. (2022, August). Event Driven Architecture for Message Streaming data driven Microservices systems residing in distributed version control system. In 2022 International Conference on Innovations in Science and Technology for Sustainable Development (ICISTSD) (pp. 308-312). IEEE.
- Pargaonkar, S. (2020). Future Directions and Concluding Remarks Navigating the Horizon of Software Quality Engineering. Journal of Science & Technology, 1(1), 67-81.
- Pargaonkar, S. (2021). Quality and Metrics in Software Quality Engineering. Journal of Science & Technology, 2(1), 62-69.
- Byrapu, Surendranadha Reddy. "Big Data Analysis in Finance Management." JOURNAL OF ALGEBRAIC STATISTICS 14.1 (2023): 142-149.
- Pargaonkar, S. (2021). The Crucial Role of Inspection in Software Quality Assurance. Journal of Science & Technology, 2(1), 70-77.
- Raparthi, Mohan. "Predictive Maintenance in Manufacturing: Deep Learning for Fault Detection in Mechanical Systems." Dandao Xuebao/Journal of Ballistics 35: 59-66.
- Byrapu, S. R. (2023). Big Data Analysis in Finance Management. JOURNAL OF ALGEBRAIC STATISTICS, 14(1), 142-149.
- Pargaonkar, S. (2021). Unveiling the Future: Cybernetic Dynamics in Quality Assurance and Testing for Software Development. Journal of Science & Technology, 2(1), 78-84.
- Raparthi, Mohan. "Biomedical Text Mining for Drug Discovery Using Natural Language Processing and Deep Learning." Dandao Xuebao/Journal of Ballistics 35.
- Raparthi, M., Maruthi, S., Dodda, S. B., & Reddy, S. R. B. (2022). AI-Driven Metabolmics for Precision Nutrition: Tailoring Dietary Recommendations based on Individual Health Profiles. European Economic Letters (EEL), 12(2), 172-179.
- Pargaonkar, S. (2021). Unveiling the Challenges, A Comprehensive Review of Common Hurdles in Maintaining Software Quality. Journal of Science & Technology, 2(1), 85-94.
- Raparthy, Mohan, and Babu Dodda. "Predictive Maintenance in IoT Devices Using Time Series Analysis and Deep Learning." Dandao Xuebao/Journal of Ballistics 35: 01-10.
- Alami, Rachid, Hamzah Elrehail, and Amro Alzghoul. "Reducing cognitive dissonance in health care: Design of a new Positive psychology intervention tool to regulate professional stress among nurses." 2022 International Conference on Cyber Resilience (ICCR). IEEE, 2022.
- Alami, Rachid. "Paradoxes and cultural challenges: case of Moroccan manager returnees and comparison with Chinese returnees." International Journal of Management Development 1.3 (2016): 215-228.
- Alami, Rachid. "Innovation challenges: Paradoxes and opportunities in China." The ISM Journal of International Business 1.1 (2010): 1G.
- Aroussi, Rachid Alami, et al. "Women Leadership during Crisis: How the COVID-19 Pandemic Revealed Leadership Effectiveness of Women Leaders in the UAE." Migration Letters 21.3 (2024): 100-120.
- Bodimani, Meghasai. "AI and Software Engineering: Rapid Process Improvement through Advanced Techniques." Journal of Science & Technology 2.1 (2021): 95-119.
- Bodimani, Meghasai. "Assessing The Impact of Transparent AI Systems in Enhancing User Trust and Privacy." Journal of Science & Technology 5.1 (2024): 50-67.