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A Comprehensive Overview of Large Language Models (LLMs)

88 Citations•2025•
Dr. Mitat Uysal, Dr. Aynur Uysal, Dr. Yasemin Karagül
International Journal For Multidisciplinary Research

The architecture, training process, applications, and limitations of LLMs are explored, providing an example implementation and visualization of a key NLP task.

Abstract

Large Language Models (LLMs) have revolutionized natural language processing (NLP) by leveraging deep learning to generate human-like text. These models, including GPT, BERT, and their variants, have found applications in diverse fields such as healthcare, education, and finance. This paper explores the architecture, training process, applications, and limitations of LLMs, providing an example implementation and visualization of a key NLP task.