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In the era of digital transformation, customer service is of paramount importance to the success of organizations, and to meet the growing demand for immediate responses and personalized assistance 24 hours a day, chatbots have become a…

Computation and Language · Computer Science 2023-10-18 Valderrama Jonatan , Aguilar-Alonso Igor

Customer service chatbots are conversational systems aimed at addressing customer queries, often by directing them to automated workflows. A crucial aspect of this process is the classification of the customer's intent. Presently, most…

Machine Learning · Computer Science 2025-06-03 Subhadip Nandi , Neeraj Agrawal , Anshika Singh , Priyanka Bhatt

Customer service chatbots are conversational systems designed to provide information to customers about products/services offered by different companies. Particularly, intent recognition is one of the core components in the natural language…

Any organization needs to improve their products, services, and processes. In this context, engaging with customers and understanding their journey is essential. Organizations have leveraged various techniques and technologies to support…

Computation and Language · Computer Science 2022-12-08 Sahar Moradizeyveh

In recent times, a large number of people have been involved in establishing their own businesses. Unlike humans, chatbots can serve multiple customers at a time, are available 24/7 and reply in less than a fraction of a second. Though…

Chatbot is a technology that is used to mimic human behavior using natural language. There are different types of Chatbot that can be used as conversational agent in various business domains in order to increase the customer service and…

Computation and Language · Computer Science 2020-07-09 Nazakat Ali

Providing the best customer experience is one of the primary concerns for the firms that are based online. The advancement of machine learning is revolutionising the company's attitude towards the client through improving the service…

Computation and Language · Computer Science 2022-07-22 Rejwan Bin Sulaiman

Chatbots have become one of the main pathways for the delivery of business automation tools. Multi-agent systems offer a framework for designing chatbots at scale, making it easier to support complex conversations that span across multiple…

Computation and Language · Computer Science 2023-12-20 Burak Aksar , Yara Rizk , Tathagata Chakraborti

Most often, chat-bots are built to solve the purpose of a search engine or a human assistant: Their primary goal is to provide information to the user or help them complete a task. However, these chat-bots are incapable of responding to…

Artificial Intelligence · Computer Science 2018-11-26 Parag Agrawal , Anshuman Suri , Tulasi Menon

Chatbots have revolutionized the way humans interact with computer systems and they have substituted the use of service agents, call-center representatives etc. Fitness industry has always been a growing industry although it has not adapted…

Software Engineering · Computer Science 2022-01-03 Sai Rugved Lola , Rahul Dhadvai , Wei Wang , Ting Zhu

Understanding the intent behind chat between customers and customer service agents has become a crucial problem nowadays due to an exponential increase in the use of the Internet by people from different cultures and educational…

Artificial Intelligence · Computer Science 2021-09-07 Bencheng Wei

Despite growing interest in applications based on natural customer support conversations, there exist remarkably few publicly available datasets that reflect the expected characteristics of conversations in these settings. Existing…

Computation and Language · Computer Science 2023-05-05 James Gung , Emily Moeng , Wesley Rose , Arshit Gupta , Yi Zhang , Saab Mansour

Integrating machine learning (ML) into customer service chatbots enhances their ability to understand and respond to user queries, ultimately improving service performance. However, they may appear artificial to some users and affecting…

Artificial Intelligence · Computer Science 2024-09-30 Nurul Ain Nabilah Mohd Isa , Siti Nuraishah Agos Jawaddi , Azlan Ismail

Discovering customer intentions is crucial for automated service agents, yet existing intent clustering methods often fall short due to their reliance on embedding distance metrics and neglect of underlying semantic structures. To address…

Computation and Language · Computer Science 2026-02-18 Mengze Hong , Wailing Ng , Chen Jason Zhang , Yuanfeng Song , Di Jiang

Businesses have sought out new solutions to provide support and improve customer satisfaction as more products and services have become interconnected digitally. There is an inherent need for businesses to provide or outsource fast,…

Computation and Language · Computer Science 2023-08-01 Rasheed Mohammad , Oliver Favell , Shariq Shah , Emmett Cooper , Edlira Vakaj

In the constant updates of the product dialogue systems, we need to retrain the natural language understanding (NLU) model as new data from the real users would be merged into the existent data accumulated in the last updates. Within the…

Computation and Language · Computer Science 2023-05-25 Zefan Cai , Xin Zheng , Tianyu Liu , Xu Wang , Haoran Meng , Jiaqi Han , Gang Yuan , Binghuai Lin , Baobao Chang , Yunbo Cao

The rapid advancement of Artificial Intelligence has resulted in the advent of Large Language Models (LLMs) with the capacity to produce text that closely resembles human communication. These models have been seamlessly integrated into…

Machine Learning · Computer Science 2025-02-04 Zenon Lamprou , Yashar Moshfeghi

We propose a new method to detect when users express the intent to leave a service, also known as churn. While previous work focuses solely on social media, we show that this intent can be detected in chatbot conversations. As companies…

Computation and Language · Computer Science 2018-08-28 Christian Abbet , Meryem M'hamdi , Athanasios Giannakopoulos , Robert West , Andreea Hossmann , Michael Baeriswyl , Claudiu Musat

Understanding human intent is a complex, high-level task for large language models (LLMs), requiring analytical reasoning, contextual interpretation, dynamic information aggregation, and decision-making under uncertainty. Real-world public…

Computation and Language · Computer Science 2025-10-21 Xiaozhe Li , TianYi Lyu , Siyi Yang , Yuxi Gong , Yizhao Yang , Jinxuan Huang , Ligao Zhang , Zhuoyi Huang , Qingwen Liu

Conversational AI chatbots have become increasingly common within the customer service industry. Despite improvements in their emotional development, they often lack the authenticity of real customer service interactions or the competence…

Human-Computer Interaction · Computer Science 2025-02-14 Antonin Brun , Ruying Liu , Aryan Shukla , Frances Watson , Jonathan Gratch
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