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Virtual support agents have grown in popularity as a way for businesses to provide better and more accessible customer service. Some challenges in this domain include ambiguous user queries as well as changing support topics and user…

Machine Learning · Computer Science 2021-12-07 Sandra Sajeev , Jade Huang , Nikos Karampatziakis , Matthew Hall , Sebastian Kochman , Weizhu Chen

High-quality dialogue is crucial for e-commerce customer service, yet traditional intent-based systems struggle with dynamic, multi-turn interactions. We present MindFlow+, a self-evolving dialogue agent that learns domain-specific behavior…

Computation and Language · Computer Science 2025-07-28 Ming Gong , Xucheng Huang , Ziheng Xu , Vijayan K. Asari

Customer care is an essential pillar of the e-commerce shopping experience with companies spending millions of dollars each year, employing automation and human agents, across geographies (like US, Canada, Mexico, Chile), channels (like…

Computation and Language · Computer Science 2025-06-06 Saurabh Kumar , Sourav Bansal , Neeraj Agrawal , Priyanka Bhatt

Though widely used in industry, traditional task-oriented dialogue systems suffer from three bottlenecks: (i) difficult ontology construction (e.g., intents and slots); (ii) poor controllability and interpretability; (iii)…

Computation and Language · Computer Science 2022-05-16 Xiangyu Xi , Chenxu Lv , Yuncheng Hua , Wei Ye , Chaobo Sun , Shuaipeng Liu , Fan Yang , Guanglu Wan

Searching for an available, reliable, official, and understandable information is not a trivial task due to scattered information across the internet, and the availability lack of governmental communication channels communicating with…

Computation and Language · Computer Science 2021-03-17 Aymen Ben Elhaj Mabrouk , Moez Ben Haj Hmida , Chayma Fourati , Hatem Haddad , Abir Messaoudi

In order to satisfy the consumers' increasing personalized service demand, the Intelligent service has arisen. User service intention recognition is an important challenge for intelligent service system to provide precise service. It is…

Artificial Intelligence · Computer Science 2019-10-02 Shengbin Jia , Yang Xiang

Users often need to look through multiple search result pages or reformulate queries when they have complex information-seeking needs. Conversational search systems make it possible to improve user satisfaction by asking questions to…

Information Retrieval · Computer Science 2021-07-14 Keping Bi , Qingyao Ai , W. Bruce Croft

This study evaluates the application of large language models (LLMs) for intent classification within a chatbot with predetermined responses designed for banking industry websites. Specifically, the research examines the effectiveness of…

Computation and Language · Computer Science 2024-10-08 Bibiána Lajčinová , Patrik Valábek , Michal Spišiak

Intelligent Conversational Agent development using Artificial Intelligence or Machine Learning technique is an interesting problem in the field of Natural Language Processing. With the rise of deep learning, these models were quickly…

Computation and Language · Computer Science 2020-06-05 Abonia Sojasingarayar

The introduction of Large Language Models (LLMs) has significantly transformed Natural Language Processing (NLP) applications by enabling more advanced analysis of customer personas. At Volvo Construction Equipment (VCE), customer personas…

Computation and Language · Computer Science 2025-05-26 Muhammed Rizwan , Lars Carlsson , Mohammad Loni

This paper introduces Med-Bot, an AI-powered chatbot designed to provide users with accurate and reliable medical information. Utilizing advanced libraries and frameworks such as PyTorch, Chromadb, Langchain and Autogptq, Med-Bot is built…

Artificial Intelligence · Computer Science 2024-11-15 Ahan Bhatt , Nandan Vaghela

Conversational user queries are increasingly challenging traditional e-commerce platforms, whose search systems are typically optimized for keyword-based queries. We present an LLM-based semantic search framework that effectively captures…

Information Retrieval · Computer Science 2026-01-26 Emad Siddiqui , Venkatesh Terikuti , Xuan Lu

Existing dialogue corpora and models are typically designed under two disjoint motives: while task-oriented systems focus on achieving functional goals (e.g., booking hotels), open-domain chatbots aim at making socially engaging…

Computation and Language · Computer Science 2021-05-04 Kai Sun , Seungwhan Moon , Paul Crook , Stephen Roller , Becka Silvert , Bing Liu , Zhiguang Wang , Honglei Liu , Eunjoon Cho , Claire Cardie

Software developers use natural language to interact not only with other humans, but increasingly also with chatbots. These interactions have different properties and flow differently based on what goal the developer wants to achieve and…

Software Engineering · Computer Science 2024-05-22 Ranim Khojah , Francisco Gomes de Oliveira Neto , Philipp Leitner

Software engineering (SE) chatbots are increasingly gaining attention for their role in enhancing development processes. At the core of chatbots are Natural Language Understanding platforms (NLUs), which enable them to comprehend user…

Software Engineering · Computer Science 2025-07-21 Ebube Alor , Ahmad Abdellatif , SayedHassan Khatoonabadi , Emad Shihab

As a natural language assistant, ChatGPT is capable of performing various tasks, including but not limited to article generation, code completion, and data analysis. Furthermore, ChatGPT has consistently demonstrated a remarkable level of…

Computation and Language · Computer Science 2023-03-15 Yunjie Ji , Yan Gong , Yiping Peng , Chao Ni , Peiyan Sun , Dongyu Pan , Baochang Ma , Xiangang Li

Dialogue systems and conversational agents are becoming increasingly popular in the modern society but building an agent capable of holding intelligent conversation with its users is a challenging problem for artificial intelligence. In…

In this paper, we propose an interactive matching network (IMN) for the multi-turn response selection task. First, IMN constructs word representations from three aspects to address the challenge of out-of-vocabulary (OOV) words. Second, an…

Computation and Language · Computer Science 2019-11-12 Jia-Chen Gu , Zhen-Hua Ling , Quan Liu

Customers reach out to online live chat agents with various intents, such as asking about product details or requesting a return. In this paper, we propose the problem of predicting user intent from browsing history and address it through a…

Computation and Language · Computer Science 2024-09-04 Se-eun Yoon , Ahmad Bin Rabiah , Zaid Alibadi , Surya Kallumadi , Julian McAuley