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Search engines and conversational assistants are commonly used to help users complete their every day tasks such as booking travel, cooking, etc. While there are some existing datasets that can be used for this purpose, their coverage is…

Information Retrieval · Computer Science 2023-02-02 Procheta Sen , Xi Wang , Ruiqing Xu , Emine Yilmaz

The popularity of conversational digital assistants has resulted in the availability of large amounts of conversational data which can be utilized for improved user experience and personalized response generation. Building these assistants…

Computation and Language · Computer Science 2023-10-26 Ankita Bhaumik , Praveen Venkateswaran , Yara Rizk , Vatche Isahagian

This work presents a new dialog dataset, CookDial, that facilitates research on task-oriented dialog systems with procedural knowledge understanding. The corpus contains 260 human-to-human task-oriented dialogs in which an agent, given a…

Computation and Language · Computer Science 2022-06-20 Yiwei Jiang , Klim Zaporojets , Johannes Deleu , Thomas Demeester , Chris Develder

In recent years, interest has arisen in using machine learning to improve the efficiency of automatic medical consultation and enhance patient experience. In this article, we propose two frameworks to support automatic medical consultation,…

Computation and Language · Computer Science 2022-12-27 Wei Chen , Zhiwei Li , Hongyi Fang , Qianyuan Yao , Cheng Zhong , Jianye Hao , Qi Zhang , Xuanjing Huang , Jiajie Peng , Zhongyu Wei

Task-oriented dialogue (TOD) systems are commonly designed with the presumption that each utterance represents a single intent. However, this assumption may not accurately reflect real-world situations, where users frequently express…

Computation and Language · Computer Science 2024-03-28 Yejin Yoon , Jungyeon Lee , Kangsan Kim , Chanhee Park , Taeuk Kim

Clarification resolution plays an important role in various information retrieval tasks such as interactive question answering and conversational search. In such context, the user often formulates their information needs as short and…

Computation and Language · Computer Science 2021-10-29 Hadrien Lautraite , Nada Naji , Louis Marceau , Marc Queudot , Eric Charton

Spoken dialogue systems (SDSs) have been separately developed under two different categories, task-oriented and chit-chat. The former focuses on achieving functional goals and the latter aims at creating engaging social conversations…

Computation and Language · Computer Science 2023-07-06 Ye Liu , Stefan Ultes , Wolfgang Minker , Wolfgang Maier

Textual response generation is an essential task for multimodal task-oriented dialog systems.Although existing studies have achieved fruitful progress, they still suffer from two critical limitations: 1) focusing on the attribute knowledge…

Computation and Language · Computer Science 2023-05-18 Xiaolin Chen , Xuemeng Song , Yinwei Wei , Liqiang Nie , Tat-Seng Chua

The NOESIS II challenge, as the Track 2 of the 8th Dialogue System Technology Challenges (DSTC 8), is the extension of DSTC 7. This track incorporates new elements that are vital for the creation of a deployed task-oriented dialogue system.…

Computation and Language · Computer Science 2020-04-07 Jia-Chen Gu , Tianda Li , Quan Liu , Xiaodan Zhu , Zhen-Hua Ling , Yu-Ping Ruan

We introduce doc2dial, a new dataset of goal-oriented dialogues that are grounded in the associated documents. Inspired by how the authors compose documents for guiding end users, we first construct dialogue flows based on the content…

Computation and Language · Computer Science 2020-11-20 Song Feng , Hui Wan , Chulaka Gunasekara , Siva Sankalp Patel , Sachindra Joshi , Luis A. Lastras

In this work, we study computational approaches to detect online dialogic instructions, which are widely used to help students understand learning materials, and build effective study habits. This task is rather challenging due to the…

Computation and Language · Computer Science 2021-07-16 Yang Hao , Hang Li , Wenbiao Ding , Zhongqin Wu , Jiliang Tang , Rose Luckin , Zitao Liu

Robust task-oriented spoken dialogue agents require exposure to the full diversity of how people interact through speech. Building spoken user simulators that address this requires large-scale spoken task-oriented dialogue (TOD) data…

Computation and Language · Computer Science 2026-03-18 Jonggeun Lee , Junseong Pyo , Jeongmin Park , Yohan Jo

Task-oriented dialogue systems aim to help users achieve their goals in specific domains. Recent neural dialogue systems use the entire dialogue history for abundant contextual information accumulated over multiple conversational turns.…

Computation and Language · Computer Science 2021-03-12 Hyunmin Jeon , Gary Geunbae Lee

We present PolyResponse, a conversational search engine that supports task-oriented dialogue. It is a retrieval-based approach that bypasses the complex multi-component design of traditional task-oriented dialogue systems and the use of…

Understanding and classifying query intents can improve retrieval effectiveness by helping align search results with the motivations behind user queries. However, existing intent taxonomies are typically derived from system log data and…

Information Retrieval · Computer Science 2026-01-21 Melanie A. Kilian , David Elsweiler

Continual learning in task-oriented dialogue systems can allow us to add new domains and functionalities through time without incurring the high cost of a whole system retraining. In this paper, we propose a continual learning benchmark for…

Computation and Language · Computer Science 2021-01-01 Andrea Madotto , Zhaojiang Lin , Zhenpeng Zhou , Seungwhan Moon , Paul Crook , Bing Liu , Zhou Yu , Eunjoon Cho , Zhiguang Wang

Task oriented dialogue (TOD) requires the complex interleaving of a number of individually controllable components with strong guarantees for explainability and verifiability. This has made it difficult to adopt the multi-turn multi-domain…

Computation and Language · Computer Science 2020-10-07 Oluwatobi O. Olabiyi , Prarthana Bhattarai , C. Bayan Bruss , Zachary Kulis

This document presents a detailed description of the challenge on clarifying questions for dialogue systems (ClariQ). The challenge is organized as part of the Conversational AI challenge series (ConvAI3) at Search Oriented Conversational…

Computation and Language · Computer Science 2020-09-25 Mohammad Aliannejadi , Julia Kiseleva , Aleksandr Chuklin , Jeff Dalton , Mikhail Burtsev

While previous conversational information-seeking (CIS) research has focused on passage retrieval, reranking, and query rewriting, the challenge of synthesizing retrieved information into coherent responses remains. The proposed research…

Information Retrieval · Computer Science 2024-06-28 Weronika Łajewska

Task-oriented dialogue (TOD) systems facilitate users in executing various activities via multi-turn dialogues, but Large Language Models (LLMs) often struggle to comprehend these intricate contexts. In this study, we propose a novel…

Computation and Language · Computer Science 2023-09-25 Haoyu Gao , Ting-En Lin , Hangyu Li , Min Yang , Yuchuan Wu , Wentao Ma , Yongbin Li
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