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We develop a chatbot using Deep Bidirectional Transformer models (BERT) to handle client questions in financial investment customer service. The bot can recognize 381 intents, and decides when to say "I don't know" and escalates…

计算与语言 · 计算机科学 2020-03-12 Shi Yu , Yuxin Chen , Hussain Zaidi

APIs are everywhere; they provide access to automation solutions that could help businesses automate some of their tasks. Unfortunately, they may not be accessible to the business users who need them but are not equipped with the necessary…

计算与语言 · 计算机科学 2022-06-15 Siyu Huo , Kushal Mukherjee , Jayachandu Bandlamudi , Vatche Isahagian , Vinod Muthusamy , Yara Rizk

In this paper, we explore the problem of developing personalized chatbots. A personalized chatbot is designed as a digital chatting assistant for a user. The key characteristic of a personalized chatbot is that it should have a consistent…

信息检索 · 计算机科学 2021-08-19 Hongjin Qian , Zhicheng Dou , Yutao Zhu , Yueyuan Ma , Ji-Rong Wen

Conversational Assistants (CA) are increasingly supporting human workers in knowledge management. Traditionally, CAs respond in specific ways to predefined user intents and conversation patterns. However, this rigidness does not handle the…

人机交互 · 计算机科学 2024-07-15 Samuel Kernan Freire , Chaofan Wang , Evangelos Niforatos

Following recent advancements in large language models (LLMs), LLM-based chatbots have transformed customer support by automating interactions and providing consistent, scalable service. While LLM-based conversational recommender systems…

人工智能 · 计算机科学 2025-06-18 Omri Haller , Yair Meidan , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Artificial intelligence and natural language processing (NLP) are increasingly being used in customer service to interact with users and answer their questions. The goal of this systematic review is to examine existing research on the use…

计算与语言 · 计算机科学 2022-12-20 Malak Mashaabi , Areej Alotaibi , Hala Qudaih , Raghad Alnashwan , Hend Al-Khalifa

Systems powered by artificial intelligence are being developed to be more user-friendly by communicating with users in a progressively human-like conversational way. Chatbots, also known as dialogue systems, interactive conversational…

人机交互 · 计算机科学 2020-01-03 Kennedy Ralston , Yuhao Chen , Haruna Isah , Farhana Zulkernine

In this paper, we describe Chat-Bot-Kit, a web-based tool for text-based chats that we designed for research purposes in computer-mediated communication (CMC). Chat-Bot-Kit enables to carry out language studies on text-based real-time chats…

人机交互 · 计算机科学 2019-11-05 Kyoko Sugisaki

Conversational assistants are being progressively adopted by the general population. However, they are not capable of handling complicated information-seeking tasks that involve multiple turns of information exchange. Due to the limited…

信息检索 · 计算机科学 2019-01-14 Chen Qu , Liu Yang , Bruce Croft , Yongfeng Zhang , Johanne R. Trippas , Minghui Qiu

Since the advent of chatbots in the commercial sector, they have been widely employed in the customer service department. Typically, these commercial chatbots are retrieval-based, so they are unable to respond to queries absent in the…

计算与语言 · 计算机科学 2022-06-10 Safa Zaid , Aswah Malik , Kisa Fatima

Chatbots are envisioned to dramatically change the future of Software Engineering, allowing practitioners to chat and inquire about their software projects and interact with different services using natural language. At the heart of every…

软件工程 · 计算机科学 2021-10-19 Ahmad Abdellatif , Khaled Badran , Diego Elias Costa , Emad Shihab

With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of…

人工智能 · 计算机科学 2023-10-16 Shivom Aggarwal , Shourya Mehra , Pritha Mitra

Customer service is a setting that calls for empathy in live human agent responses. Recent advances have demonstrated how open-domain chatbots can be trained to demonstrate empathy when responding to live human utterances. We show that a…

计算与语言 · 计算机科学 2021-01-06 Akshay Agarwal , Shashank Maiya , Sonu Aggarwal

Traditional chatbots usually need a mass of human dialogue data, especially when using supervised machine learning method. Though they can easily deal with single-turn question answering, for multi-turn the performance is usually…

计算与语言 · 计算机科学 2018-08-13 Pengfei Zhu , Zhuosheng Zhang , Jiangtong Li , Yafang Huang , Hai Zhao

Large Language Models (LLMs) and chatbots show significant promise in streamlining the legal intake process. This advancement can greatly reduce the workload and costs for legal aid organizations, improving availability while making legal…

计算机与社会 · 计算机科学 2023-11-23 Nick Goodson , Rongfei Lu

Personal assistant systems, such as Apple Siri, Google Assistant, Amazon Alexa, and Microsoft Cortana, are becoming ever more widely used. Understanding user intent such as clarification questions, potential answers and user feedback in…

信息检索 · 计算机科学 2020-02-06 Liu Yang , Minghui Qiu , Chen Qu , Cen Chen , Jiafeng Guo , Yongfeng Zhang , W. Bruce Croft , Haiqing Chen

The use of chatbots has spread, generating great interest in the industry for the possibility of automating tasks within the execution of their processes. The implementation of chatbots, however simple, is a complex endeavor that involves…

软件工程 · 计算机科学 2021-09-03 Bedilia Estrada-Torres , Adela del-Río-Ortega , Manuel Resinas

We have recently seen the emergence of several publicly available Natural Language Understanding (NLU) toolkits, which map user utterances to structured, but more abstract, Dialogue Act (DA) or Intent specifications, while making this…

计算与语言 · 计算机科学 2019-03-27 Xingkun Liu , Arash Eshghi , Pawel Swietojanski , Verena Rieser

When a human communicates with a machine using natural language on the web and online, how can it understand the human's intention and semantic context of their talk? This is an important AI task as it enables the machine to construct a…

计算与语言 · 计算机科学 2022-12-22 Soyeon Caren Han , Siqu Long , Henry Weld , Josiah Poon

Chatbot has become an important solution to rapidly increasing customer care demands on social media in recent years. However, current work on chatbot for customer care ignores a key to impact user experience - tones. In this work, we…

人机交互 · 计算机科学 2018-03-16 Tianran Hu , Anbang Xu , Zhe Liu , Quanzeng You , Yufan Guo , Vibha Sinha , Jiebo Luo , Rama Akkiraju