Emotion-Aware Embedding Fusion in Large Language Models (Flan-T5, Llama 2, DeepSeek-R1, and ChatGPT 4) for Intelligent Response Generation

Emotion-Aware Embedding Fusion in Large Language Models (Flan-T5, Llama 2, DeepSeek-R1, and ChatGPT 4) for Intelligent Response Generation

Empathetic and coherent responses are critical in automated chatbot-facilitated psychotherapy. This study addresses the challenge of enhancing the emotional and contextual understanding of large language models (LLMs) in psychiatric applications. We introduce Emotion-Aware Embedding Fusion, a novel...

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Bibliographic Details
Main Authors: Abdur Rasool, Muhammad Irfan Shahzad, Hafsa Aslam, Vincent Chan, Muhammad Ali Arshad
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:AI
Subjects:
large language models
psychotherapy chatbots
emotion-aware embedding
hierarchical fusion
attention mechanisms
emotion lexicon
Online Access:https://www.mdpi.com/2673-2688/6/3/56
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