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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…

Conversational agents are consistently growing in popularity and many people interact with them every day. While many conversational agents act as personal assistants, they can have many different goals. Some are task-oriented, such as…

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

We present TacoBot, a task-oriented dialogue system built for the inaugural Alexa Prize TaskBot Challenge, which assists users in completing multi-step cooking and home improvement tasks. TacoBot is designed with a user-centered principle…

Computation and Language · Computer Science 2022-07-22 Shijie Chen , Ziru Chen , Xiang Deng , Ashley Lewis , Lingbo Mo , Samuel Stevens , Zhen Wang , Xiang Yue , Tianshu Zhang , Yu Su , Huan Sun

Gunrock is the winner of the 2018 Amazon Alexa Prize, as evaluated by coherence and engagement from both real users and Amazon-selected expert conversationalists. We focus on understanding complex sentences and having in-depth conversations…

The greatest challenges in building sophisticated open-domain conversational agents arise directly from the potential for ongoing mixed-initiative multi-turn dialogues, which do not follow a particular plan or pursue a particular fixed…

Computation and Language · Computer Science 2019-08-14 Kevin K. Bowden , Shereen Oraby , Jiaqi Wu , Amita Misra , Marilyn Walker

This paper introduces Miutsu, National Taiwan University's Alexa Prize TaskBot, which is designed to assist users in completing tasks requiring multiple steps and decisions in two different domains -- home improvement and cooking. We…

Computation and Language · Computer Science 2022-05-17 Yen-Ting Lin , Hui-Chi Kuo , Ze-Song Xu , Ssu Chiu , Chieh-Chi Hung , Yi-Cheng Chen , Chao-Wei Huang , Yun-Nung Chen

The Alexa Prize program has empowered numerous university students to explore, experiment, and showcase their talents in building conversational agents through challenges like the SocialBot Grand Challenge and the TaskBot Challenge. As…

In recent years, artificial intelligence has developed in a variety of fields and is now integrated into many aspects of our daily lives. This includes AI speakers,communication robots, and other interactive systems. We are interested in AI…

Computation · Statistics 2022-10-20 Goro Miyano , Kotaro Matsuo , Tomohiro , Kawatsu , Ibuki Unno , Kisumi Shibata , Mitsuki Fumoto

Many open-domain dialogue systems rely on multiple response generators, any of which can contribute a response to the dialogue in a particular context. Thus the ability to compare potential responses and then select the best plays an…

Computation and Language · Computer Science 2023-02-10 Vrindavan Harrison , Rishi Rajasekaran , Marilyn Walker

We introduce TacoBot, a user-centered task-oriented digital assistant designed to guide users through complex real-world tasks with multiple steps. Covering a wide range of cooking and how-to tasks, we aim to deliver a collaborative and…

Computation and Language · Computer Science 2023-08-01 Lingbo Mo , Shijie Chen , Ziru Chen , Xiang Deng , Ashley Lewis , Sunit Singh , Samuel Stevens , Chang-You Tai , Zhen Wang , Xiang Yue , Tianshu Zhang , Yu Su , Huan Sun

This paper describes our dialogue robot system, OSbot, developed for Dialogue Robot Competition 2022. The dialogue flow is based on state transitions described manually and the transition conditions use the results of keyword extraction and…

Human-Computer Interaction · Computer Science 2022-10-19 Yuki Kubo , Ryo Yanagimoto , Hayato Futase , Mikio Nakano , Zhaojie Luo , Kazunori Komatani

This paper describes the Tartan conversational agent built for the 2018 Alexa Prize Competition. Tartan is a non-goal-oriented socialbot focused around providing users with an engaging and fluent casual conversation. Tartan's key features…

Open-domain conversational search (ODCS) aims to provide valuable, up-to-date information, while maintaining natural conversations to help users refine and ultimately answer information needs. However, creating an effective and robust ODCS…

Computation and Language · Computer Science 2023-04-06 Zihao Wang , Ali Ahmadvand , Jason Choi , Payam Karisani , Eugene Agichtein

Today, as seen in smart speakers, spoken dialogue technology is rapidly advancing to enable human-like interaction. However, current dialogue systems cannot pay attention not only to the content of speech, but also to the way of speaking…

Robotics · Computer Science 2022-10-20 Koki Inoue , Shuichiro Ogake , Hayato Kawamura , Naoki Igo

We developed a dialogue system for Dialogue Robot Competition 2022. Our system is composed of three parts. First part investigates participants' demographic information by rule-based interview. Second part recommends a point of interest…

Robotics · Computer Science 2022-10-14 Yuuki Tachioka

Predicting user satisfaction in conversational systems has become critical, as spoken conversational assistants operate in increasingly complex domains. Online satisfaction prediction (i.e., predicting satisfaction of the user with the…

Human-Computer Interaction · Computer Science 2020-06-04 Jason Ingyu Choi , Ali Ahmadvand , Eugene Agichtein

The applicability of common sentiment analysis models to open domain human robot interaction is investigated within this paper. The models are used on a dataset specific to user interaction with the Alana system (a Alexa prize system) in…

Artificial Intelligence · Computer Science 2021-07-19 Mohamad Alissa , Issa Haddad , Jonathan Meyer , Jade Obeid , Nicolas Wiecek , Sukrit Wongariyakavee

Current conversational systems can follow simple commands and answer basic questions, but they have difficulty maintaining coherent and open-ended conversations about specific topics. Competitions like the Conversational Intelligence…

Computation and Language · Computer Science 2018-11-09 Nicolas Gontier , Koustuv Sinha , Peter Henderson , Iulian Serban , Michael Noseworthy , Prasanna Parthasarathi , Joelle Pineau

We tackle the challenge of building real-world multimodal assistants for complex real-world tasks. We describe the practicalities and challenges of developing and deploying GRILLBot, a leading (first and second prize winning in 2022 and…

Information Retrieval · Computer Science 2024-07-01 Sophie Fischer , Carlos Gemmell , Niklas Tecklenburg , Iain Mackie , Federico Rossetto , Jeffrey Dalton