English
Related papers

Related papers: CookDial: A dataset for task-oriented dialogs grou…

200 papers

Recent years have seen an increasing trend in the volume of personal media captured by users, thanks to the advent of smartphones and smart glasses, resulting in large media collections. Despite conversation being an intuitive…

Computation and Language · Computer Science 2022-11-17 Seungwhan Moon , Satwik Kottur , Alborz Geramifard , Babak Damavandi

Due to the significance and value in human-computer interaction and natural language processing, task-oriented dialog systems are attracting more and more attention in both academic and industrial communities. In this paper, we survey…

Computation and Language · Computer Science 2020-06-24 Zheng Zhang , Ryuichi Takanobu , Qi Zhu , Minlie Huang , Xiaoyan Zhu

Understanding and reasoning about cooking recipes is a fruitful research direction towards enabling machines to interpret procedural text. In this work, we introduce RecipeQA, a dataset for multimodal comprehension of cooking recipes. It…

Computation and Language · Computer Science 2018-09-05 Semih Yagcioglu , Aykut Erdem , Erkut Erdem , Nazli Ikizler-Cinbis

Virtual assistants such as Google Assistant, Alexa and Siri provide a conversational interface to a large number of services and APIs spanning multiple domains. Such systems need to support an ever-increasing number of services with…

Computation and Language · Computer Science 2020-01-30 Abhinav Rastogi , Xiaoxue Zang , Srinivas Sunkara , Raghav Gupta , Pranav Khaitan

Embodied agents need to be able to interact in natural language understanding task descriptions and asking appropriate follow up questions to obtain necessary information to be effective at successfully accomplishing tasks for a wide range…

Computation and Language · Computer Science 2022-09-28 Spandana Gella , Aishwarya Padmakumar , Patrick Lange , Dilek Hakkani-Tur

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

There has been growing interest in using neural networks and deep learning techniques to create dialogue systems. Conversational recommendation is an interesting setting for the scientific exploration of dialogue with natural language as…

Machine Learning · Computer Science 2019-03-05 Raymond Li , Samira Kahou , Hannes Schulz , Vincent Michalski , Laurent Charlin , Chris Pal

Task-oriented dialogue systems aim at providing users with task-specific services. Users of such systems often do not know all the information about the task they are trying to accomplish, requiring them to seek information about the task.…

Computation and Language · Computer Science 2023-05-24 Yue Feng , Hossein A. Rahmani , Aldo Lipani , Emine Yilmaz

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

We introduce dodecaDialogue: a set of 12 tasks that measures if a conversational agent can communicate engagingly with personality and empathy, ask questions, answer questions by utilizing knowledge resources, discuss topics and situations,…

Computation and Language · Computer Science 2020-04-30 Kurt Shuster , Da Ju , Stephen Roller , Emily Dinan , Y-Lan Boureau , Jason Weston

Most existing dialogue corpora and models have been designed to fit into 2 predominant categories : task-oriented dialogues portray functional goals, such as making a restaurant reservation or booking a plane ticket, while…

Computation and Language · Computer Science 2023-11-27 Armand Stricker , Patrick Paroubek

Conversational systems can be particularly effective in supporting complex information seeking scenarios with evolving information needs. Finding the right products on an e-commerce platform is one such scenario, where a conversational…

Information Retrieval · Computer Science 2023-04-26 Nolwenn Bernard , Krisztian Balog

Existing studies in dialogue system research mostly treat task-oriented dialogue and chit-chat as separate domains. Towards building a human-like assistant that can converse naturally and seamlessly with users, it is important to build a…

Computation and Language · Computer Science 2022-05-12 Zhiyu Chen , Bing Liu , Seungwhan Moon , Chinnadhurai Sankar , Paul Crook , William Yang Wang

Task-oriented dialogue is difficult in part because it involves understanding user intent, collecting information from the user, executing API calls, and generating helpful and fluent responses. However, for complex tasks one must also…

Computation and Language · Computer Science 2023-06-05 Stefania Raimondo , Christopher Pal , Xiaotian Liu , David Vazquez , Hector Palacios

Instruction tuning is an emergent paradigm in NLP wherein natural language instructions are leveraged with language models to induce zero-shot performance on unseen tasks. Instructions have been shown to enable good performance on unseen…

Computation and Language · Computer Science 2022-10-27 Prakhar Gupta , Cathy Jiao , Yi-Ting Yeh , Shikib Mehri , Maxine Eskenazi , Jeffrey P. Bigham

We describe a class of tasks called decision-oriented dialogues, in which AI assistants such as large language models (LMs) must collaborate with one or more humans via natural language to help them make complex decisions. We formalize…

Computation and Language · Computer Science 2024-05-07 Jessy Lin , Nicholas Tomlin , Jacob Andreas , Jason Eisner

Practical dialog systems need to deal with various knowledge sources, noisy user expressions, and the shortage of annotated data. To better solve the above problems, we propose CGoDial, new challenging and comprehensive Chinese benchmark…

Computation and Language · Computer Science 2022-11-22 Yinpei Dai , Wanwei He , Bowen Li , Yuchuan Wu , Zheng Cao , Zhongqi An , Jian Sun , Yongbin Li

Automated systems that negotiate with humans have broad applications in pedagogy and conversational AI. To advance the development of practical negotiation systems, we present CaSiNo: a novel corpus of over a thousand negotiation dialogues…

Computation and Language · Computer Science 2021-04-30 Kushal Chawla , Jaysa Ramirez , Rene Clever , Gale Lucas , Jonathan May , Jonathan Gratch

Despite widespread interests in reinforcement-learning for task-oriented dialogue systems, several obstacles can frustrate research and development progress. First, reinforcement learners typically require interaction with the environment,…

Machine Learning · Computer Science 2017-11-15 Xiujun Li , Zachary C. Lipton , Bhuwan Dhingra , Lihong Li , Jianfeng Gao , Yun-Nung Chen

We introduce Affective Visual Dialog, an emotion explanation and reasoning task as a testbed for research on understanding the formation of emotions in visually grounded conversations. The task involves three skills: (1) Dialog-based…

Computation and Language · Computer Science 2025-01-03 Kilichbek Haydarov , Xiaoqian Shen , Avinash Madasu , Mahmoud Salem , Li-Jia Li , Gamaleldin Elsayed , Mohamed Elhoseiny