Advancements in Communication and Systems
Unraveling Language Comprehension - The Deep Learning Odyssey
Authors: Koushtubh Vikramaditya, Harsh Goyal and Anamika Larhgotra
Publishing Date: 12-02-2024
ISBN: 978-81-955020-7-3
Abstract
The integration of deep learning techniques has significantly influenced the landscape of language comprehension, revolutionizing the way natural language processing is approached. This review paper provides a comprehensive analysis of the historical trajectory of deep learning in the context of language comprehension, examining the pivotal milestones and breakthroughs that have shaped its evolution. Additionally, the paper highlights the inherent challenges and limitations encountered by current deep learning models, emphasizing the critical need for addressing issues related to data quality, model interpretability, and generalization capabilities. Moreover, this review delves into recent breakthroughs and innovative methodologies within the realm of deep learning, showcasing the transformative impact of state-of-the-art models in augmenting language understanding. By addressing the identified challenges, the paper proposes innovative solutions and methodological improvements aimed at enhancing the efficacy and reliability of deep learning models for comprehensive language comprehension. Furthermore, the review outlines potential future directions and optimizations in deep learning for language comprehension, envisioning the integration of emerging technologies and advanced methodologies for further advancements. Ultimately, this paper not only emphasizes the significant role of deep learning in shaping language comprehension but also underscores the prospects of its continued evolution in the field of natural language processing.
Keywords
Deep learning, language comprehension, natural language processing, model interpretability, data quality.
Cite as
Koushtubh Vikramaditya, Harsh Goyal and Anamika Larhgotra, "Unraveling Language Comprehension - The Deep Learning Odyssey", In: Ashish Kumar Tripathi and Vivek Shrivastava (eds), Advancements in Communication and Systems, SCRS, India, 2024, pp. 219-229. https://doi.org/10.56155/978-81-955020-7-3-20