Integrating Powerful Language Models Enhancing ChatGPT and Google BARD

Authors

  • Gul Sher Ali Khan Department of Computer Engineering BUITEMS, Quetta, Pakistan
  • Rehmat Ullah Khan Lab Engineer, Department of Computer Engineering, BUITEMS, Quetta,
  • Akbar Khan Assistant Professor, Department of Computer Engineering, BUITEMS, Quetta,
  • Muhammad Ashraf Department of Computer Engineering, BUITEMS, Quetta
  • Shanila Azhar Department of Computer Engineering, BUITEMS, Quetta, Pakistan.
  • Zahoor Ahmed

Abstract

Recent advances in natural language processing have led to powerful large language models such as ChatGPT and Google's BARD. These models have complementary strengths - ChatGPT excels at fluent language generation while BARD specializes in language understanding. This paper explores integrating these models to create more capable conversational agents. The methodology involves using transformer architectures, transfer learning, and careful comparative evaluation. Experiments demonstrate that combining the benefits of both models leads to conversational agents that can produce coherent, contextually relevant responses while accurately comprehending user intent. However, challenges remain around bias, security, and responsible AI development. Further research into model integration strategies and ethical application is warranted.

Author Biographies

Gul Sher Ali Khan, Department of Computer Engineering BUITEMS, Quetta, Pakistan

Department of Computer Engineering BUITEMS, Quetta, Pakistan

Rehmat Ullah Khan, Lab Engineer, Department of Computer Engineering, BUITEMS, Quetta,

Lab Engineer, Department of Computer Engineering,

BUITEMS, Quetta,

Akbar Khan, Assistant Professor, Department of Computer Engineering, BUITEMS, Quetta,

Assistant Professor, Department of Computer Engineering,

BUITEMS, Quetta,

Muhammad Ashraf, Department of Computer Engineering, BUITEMS, Quetta

Department of Computer Engineering,

BUITEMS, Quetta

Shanila Azhar, Department of Computer Engineering, BUITEMS, Quetta, Pakistan.

Department of Computer Engineering,

BUITEMS, Quetta, Pakistan.

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Published

2025-01-15

How to Cite

Khan, G. S. A. ., Khan, R. U. ., Khan, A., Ashraf, M. ., Azhar, S. ., & Ahmed, Z. . (2025). Integrating Powerful Language Models Enhancing ChatGPT and Google BARD. Spectrum of Engineering Sciences, 3(1), 66–86. Retrieved from https://sesjournal.com/index.php/1/article/view/108