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Software development is a cognitively intensive process requiring multitasking, adherence to evolving workflows, and continuous learning. With the rise of large language model (LLM)-based tools, such as conversational agents (CAs), there is…

Software Engineering · Computer Science 2025-05-14 Glaucia Melo , Paulo Alencar , Donald Cowan

Many businesses and consumers are extending the capabilities of voice-based services such as Amazon Alexa, Google Home, Microsoft Cortana, and Apple Siri to create custom voice experiences (also known as skills). As the number of these…

Computation and Language · Computer Science 2019-11-18 Maryam Fazel-Zarandi , Sampat Biswas , Ryan Summers , Ahmed Elmalt , Andy McCraw , Michael McPhilips , John Peach

In an era where single large language models have dominated the landscape of artificial intelligence for years, multi-agent systems arise as new protagonists in conversational task-solving. While previous studies have showcased their…

Computation and Language · Computer Science 2024-11-04 Jonas Becker

The AgentSociety Challenge is the first competition in the Web Conference that aims to explore the potential of Large Language Model (LLM) agents in modeling user behavior and enhancing recommender systems on web platforms. The Challenge…

Information Retrieval · Computer Science 2025-02-27 Yuwei Yan , Yu Shang , Qingbin Zeng , Yu Li , Keyu Zhao , Zhiheng Zheng , Xuefei Ning , Tianji Wu , Shengen Yan , Yu Wang , Fengli Xu , Yong Li

For an interactive agent, such as task-oriented spoken dialog systems or chatbots, measuring and adapting to Customer Satisfaction (CSAT) is critical in order to understand user perception of an agent's behavior and increase user engagement…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-31 Yelin Kim , Joshua Levy , Yang Liu

To hold a true conversation, an intelligent agent should be able to occasionally take initiative and recommend the next natural conversation topic. This is a challenging task. A topic suggested by the agent should be relevant to the person,…

Computation and Language · Computer Science 2020-05-29 Ali Ahmadvand , Harshita Sahijwani , Eugene Agichtein

The overall objective of 'social' dialogue systems is to support engaging, entertaining, and lengthy conversations on a wide variety of topics, including social chit-chat. Apart from raw dialogue data, user-provided ratings are the most…

Computation and Language · Computer Science 2018-11-05 Igor Shalyminov , Ondřej Dušek , Oliver Lemon

Building embodied autonomous agents capable of participating in social interactions with humans is one of the main challenges in AI. This problem motivated many research directions on embodied language use. Current approaches focus on…

Machine Learning · Computer Science 2021-04-28 Grgur Kovač , Rémy Portelas , Katja Hofmann , Pierre-Yves Oudeyer

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…

Human-Computer Interaction · Computer Science 2020-01-03 Kennedy Ralston , Yuhao Chen , Haruna Isah , Farhana Zulkernine

A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and communicate with us through natural language. Here we study how to design artificial…

As the Large-Language-Model-driven (LLM-driven) Artificial Intelligence (AI) bots became popular, people realized their strong potential in Task-Oriented Dialogue (TOD). However, bots relying wholly on LLMs are unreliable in their…

Artificial Intelligence · Computer Science 2025-06-10 Yankai Zeng , Gopal Gupta

We present MILABOT: a deep reinforcement learning chatbot developed by the Montreal Institute for Learning Algorithms (MILA) for the Amazon Alexa Prize competition. MILABOT is capable of conversing with humans on popular small talk topics…

Clinical communication skills are essential for preparing healthcare professionals to provide equitable care across cultures. However, traditional training with simulated patients can be resource intensive and difficult to scale, especially…

Human-Computer Interaction · Computer Science 2025-06-16 Sandro Radovanović , Shuangyu Li

GRILLBot is the winning system in the 2022 Alexa Prize TaskBot Challenge, moving towards the next generation of multimodal task assistants. It is a voice assistant to guide users through complex real-world tasks in the domains of cooking…

Computation and Language · Computer Science 2022-09-01 Carlos Gemmell , Iain Mackie , Paul Owoicho , Federico Rossetto , Sophie Fischer , Jeffrey Dalton

Problems of cooperation--in which agents seek ways to jointly improve their welfare--are ubiquitous and important. They can be found at scales ranging from our daily routines--such as driving on highways, scheduling meetings, and working…

Artificial Intelligence · Computer Science 2020-12-17 Allan Dafoe , Edward Hughes , Yoram Bachrach , Tantum Collins , Kevin R. McKee , Joel Z. Leibo , Kate Larson , Thore Graepel

There has recently been an explosion of work on spoken dialogue systems, along with an increased interest in open-domain systems that engage in casual conversations on popular topics such as movies, books and music. These systems aim to…

Computation and Language · Computer Science 2021-10-22 Marilyn Walker , Colin Harmon , James Graupera , Davan Harrison , Steve Whittaker

Popular conversational agents frameworks such as Alexa Skills Kit (ASK) and Google Actions (gActions) offer unprecedented opportunities for facilitating the development and deployment of voice-enabled AI solutions in various verticals.…

Computation and Language · Computer Science 2020-01-03 Walid Shalaby , Adriano Arantes , Teresa GonzalezDiaz , Chetan Gupta

Sharing ideas through communication with peers is the primary mode of human interaction. Consequently, extensive research has been conducted in the area of conversational AI, leading to an increase in the availability and diversity of…

Computation and Language · Computer Science 2024-05-24 Shivani Kumar , Sumit Bhatia , Milan Aggarwal , Tanmoy Chakraborty

Building socially-intelligent AI agents (Social-AI) is a multidisciplinary, multimodal research goal that involves creating agents that can sense, perceive, reason about, learn from, and respond to affect, behavior, and cognition of other…

Human-Computer Interaction · Computer Science 2024-10-10 Leena Mathur , Paul Pu Liang , Louis-Philippe Morency

Moving to a new culture and adapting to a new life, as an international student, can be a stressful experience. In the US, international students face unique overlapping challenges, yet the current support ecosystem, including university…

Human-Computer Interaction · Computer Science 2026-05-15 Laleh Nourian , Anisa Callis , Stephanie Patterson , Jadeline Miao , Jamison Heard , Garreth W. Tigwell