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Related papers: Dialogos: a Robust System for Human-Machine Spoken…

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Dialogue-based human-AI collaboration can revolutionize collaborative problem-solving, creative exploration, and social support. To realize this goal, the development of automated agents proficient in skills such as negotiating, following…

Computation and Language · Computer Science 2023-07-19 Amogh Mannekote

Automatically evaluating text-based, non-task-oriented dialogue systems (i.e., `chatbots') remains an open problem. Previous approaches have suffered challenges ranging from poor correlation with human judgment to poor generalization and…

Computation and Language · Computer Science 2021-04-14 Ian Berlot-Attwell , Frank Rudzicz

Dialog response ranking is used to rank response candidates by considering their relation to the dialog history. Although researchers have addressed this concept for open-domain dialogs, little attention has been focused on task-oriented…

Computation and Language · Computer Science 2018-11-29 Junki Ohmura , Maxine Eskenazi

Medical dialogue systems have attracted significant attention for their potential to act as medical assistants. Enabling these medical systems to emulate clinicians' diagnostic reasoning process has been the long-standing research focus.…

Computation and Language · Computer Science 2024-06-21 Kaishuai Xu , Yi Cheng , Wenjun Hou , Qiaoyu Tan , Wenjie Li

In the rapidly evolving landscape of Human-Robot Collaboration (HRC), effective communication between humans and robots is crucial for complex task execution. Traditional request-response systems often lack naturalness and may hinder…

Robotics · Computer Science 2024-09-12 Davide Ferrari , Cristian Secchi

Recent work in open-domain conversational agents has demonstrated that significant improvements in model engagingness and humanness metrics can be achieved via massive scaling in both pre-training data and model size (Adiwardana et al.,…

Computation and Language · Computer Science 2020-10-05 Kurt Shuster , Eric Michael Smith , Da Ju , Jason Weston

Dialog is a natural modality for interaction between customers and businesses in the service industry. As customers call up the service provider, their interactions may be routine or extraordinary. We believe that these interactions, when…

Computation and Language · Computer Science 2017-08-15 Q Vera Liao , Biplav Srivastava , Pavan Kapanipathi

Designing dialog tutors has been challenging as it involves modeling the diverse and complex pedagogical strategies employed by human tutors. Although there have been significant recent advances in neural conversational systems using large…

Computation and Language · Computer Science 2023-03-29 Jakub Macina , Nico Daheim , Lingzhi Wang , Tanmay Sinha , Manu Kapur , Iryna Gurevych , Mrinmaya Sachan

With the resurgence of chat-based dialog systems in consumer and enterprise applications, there has been much success in developing data-driven and rule-based natural language models to understand human intent. Since these models require…

Computation and Language · Computer Science 2018-05-14 Nicholas Ruiz , Srinivas Bangalore , John Chen

Rule-based dialogue management is still the most popular solution for industrial task-oriented dialogue systems for their interpretablility. However, it is hard for developers to maintain the dialogue logic when the scenarios get more and…

Computation and Language · Computer Science 2021-02-18 Jun Quan , Meng Yang , Qiang Gan , Deyi Xiong , Yiming Liu , Yuchen Dong , Fangxin Ouyang , Jun Tian , Ruiling Deng , Yongzhi Li , Yang Yang , Daxin Jiang

One of the difficulties in training dialogue systems is the lack of training data. We explore the possibility of creating dialogue data through the interaction between a dialogue system and a user simulator. Our goal is to develop a…

Computation and Language · Computer Science 2021-07-27 Bo-Hsiang Tseng , Yinpei Dai , Florian Kreyssig , Bill Byrne

Simulation is an invaluable tool for developing and evaluating controllers for self-driving cars. Current simulation frameworks are driven by highly-specialist domain specific languages, and so a natural language interface would greatly…

Artificial Intelligence · Computer Science 2023-10-27 Antonio Valerio Miceli-Barone , Alex Lascarides , Craig Innes

Automatic evaluation metrics are a crucial component of dialog systems research. Standard language evaluation metrics are known to be ineffective for evaluating dialog. As such, recent research has proposed a number of novel,…

Computation and Language · Computer Science 2021-07-09 Yi-Ting Yeh , Maxine Eskenazi , Shikib Mehri

We describe a system for building task-oriented dialogue systems combining the in-context learning abilities of large language models (LLMs) with the deterministic execution of business logic. LLMs are used to translate between the surface…

Computation and Language · Computer Science 2024-02-20 Tom Bocklisch , Thomas Werkmeister , Daksh Varshneya , Alan Nichol

The Structured Dialogue System, referred to as SuDoSys, is an innovative Large Language Model (LLM)-based chatbot designed to provide psychological counseling. SuDoSys leverages the World Health Organization (WHO)'s Problem Management Plus…

Computation and Language · Computer Science 2024-11-19 Yixiang Chen , Xinyu Zhang , Jinran Wang , Xurong Xie , Nan Yan , Hui Chen , Lan Wang

Neural generative models have been become increasingly popular when building conversational agents. They offer flexibility, can be easily adapted to new domains, and require minimal domain engineering. A common criticism of these systems is…

Computation and Language · Computer Science 2019-07-29 Chinnadhurai Sankar , Sandeep Subramanian , Christopher Pal , Sarath Chandar , Yoshua Bengio

The development of human-robot collaboration has the ability to improve manufacturing system performance by leveraging the unique strengths of both humans and robots. On the shop floor, human operators contribute with their adaptability and…

Robotics · Computer Science 2024-06-24 Jonghan Lim , Sujani Patel , Alex Evans , John Pimley , Yifei Li , Ilya Kovalenko

We present a methodology to systematically test conversational recommender systems with regards to conversational breakdowns. It involves examining conversations generated between the system and simulated users for a set of pre-defined…

Information Retrieval · Computer Science 2024-05-24 Nolwenn Bernard , Krisztian Balog

As the field of Spoken Dialogue Systems and Conversational AI grows, so does the need for tools and environments that abstract away implementation details in order to expedite the development process, lower the barrier of entry to the…

Human-Computer Interaction · Computer Science 2020-01-20 Alexandros Papangelis , Mahdi Namazifar , Chandra Khatri , Yi-Chia Wang , Piero Molino , Gokhan Tur

The ability of a machine to communicate with humans has long been associated with the general success of AI. This dates back to Alan Turing's epoch-making work in the early 1950s, which proposes that a machine's intelligence can be tested…

Computation and Language · Computer Science 2020-02-03 Jiwei Li