A novel solution for the development of a sentimental analysis chatbot integrating ChatGPT

Q1 Social Sciences
Filippo Florindi, Pasquale Fedele, Giovanna Maria Dimitri
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引用次数: 0

Abstract

In today’s business landscape, Chatbots play a pivotal role in innovation and process optimization. In this paper, we introduced a novel advanced Emotional Chatbot AI, introducing sentiment analysis for human chatbot conversations. Adding an emotional component within the human-computer interaction, can in fact dramatically improve the quality of the final conversation between Chatbots and humans. More specifically, in our paper, we provided a practical evaluation of the EmoROBERTA software, introducing it into a novel implementation of an Emotional Chatbot. The pipeline we present is novel, and we developed it within a business context in which the use of sentimental and emotional responses can act in a significant and fundamental way toward the final success and use of the Chatbot itself. The architecture enriches user experience with real-time updates on the topic of interest, maintaining a user-centric design, toward an affective-response enhancement of the interaction established between the Chatbot and the user. The source code is fully available on GitHub: https://github.com/filippoflorindi/F-One.

Abstract Image

结合 ChatGPT 开发情感分析聊天机器人的新方案
在当今的商业环境中,聊天机器人在创新和流程优化方面发挥着举足轻重的作用。在本文中,我们介绍了一种新颖先进的情感聊天机器人人工智能,为人类聊天机器人对话引入了情感分析。在人机交互中加入情感因素,实际上可以显著提高聊天机器人与人类之间最终对话的质量。更具体地说,在我们的论文中,我们对 EmoROBERTA 软件进行了实际评估,并将其引入到情感聊天机器人的新实施中。我们介绍的管道是新颖的,我们是在一种商业环境中开发的,在这种环境中,情感和情绪反应的使用对聊天机器人本身的最终成功和使用具有重要而根本的作用。该架构通过实时更新用户感兴趣的话题来丰富用户体验,坚持以用户为中心的设计,以情感反应为导向,增强聊天机器人与用户之间的互动。源代码可在 GitHub 上查阅:https://github.com/filippoflorindi/F-One。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Personal and Ubiquitous Computing
Personal and Ubiquitous Computing 工程技术-电信学
CiteScore
6.60
自引率
0.00%
发文量
35
审稿时长
6-12 weeks
期刊介绍: Personal and Ubiquitous Computing publishes peer-reviewed multidisciplinary research on personal and ubiquitous technologies and services. The journal provides a global perspective on new developments in research in areas including user experience for advanced digital technologies, the Internet of Things, big data, social technologies and mobile and wearable devices.
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