Bhavnistha and Dr. Rupali Ahuja 2026. Integrate machine learning and deep learning techniques, including transformer-based NLP architectures such as BERT and GPT, in order to improve dialogue management, contextual understanding, and response generation capabilities of the chatbot system. International Journal of Engineering Science & Humanities. 16, 2 (May 2026), 616–641.