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This paper introduces the Ubuntu Dialogue Corpus, a dataset containing almost 1 million multi-turn dialogues, with a total of over 7 million utterances and 100 million words. This provides a unique resource for research into building…

计算与语言 · 计算机科学 2016-07-26 Ryan Lowe , Nissan Pow , Iulian Serban , Joelle Pineau

Automatic dialogue coherence evaluation has attracted increasing attention and is crucial for developing promising dialogue systems. However, existing metrics have two major limitations: (a) they are mostly trained in a simplified two-level…

计算与语言 · 计算机科学 2021-07-23 Zheng Ye , Liucun Lu , Lishan Huang , Liang Lin , Xiaodan Liang

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…

计算与语言 · 计算机科学 2024-11-19 Yixiang Chen , Xinyu Zhang , Jinran Wang , Xurong Xie , Nan Yan , Hui Chen , Lan Wang

The ability to recognise emotions lends a conversational artificial intelligence a human touch. While emotions in chit-chat dialogues have received substantial attention, emotions in task-oriented dialogues remain largely unaddressed. This…

Data scarcity has been a long standing issue in the field of open-domain social dialogue. To quench this thirst, we present SODA: the first publicly available, million-scale high-quality social dialogue dataset. By contextualizing social…

Recent dialogue datasets like MultiWOZ 2.1 and Taskmaster-1 constitute some of the most challenging tasks for present-day dialogue models and, therefore, are widely used for system evaluation. We identify several issues with the…

计算与语言 · 计算机科学 2020-04-23 Johannes E. M. Mosig , Vladimir Vlasov , Alan Nichol

A video-grounded dialogue system is required to understand both dialogue, which contains semantic dependencies from turn to turn, and video, which contains visual cues of spatial and temporal scene variations. Building such dialogue systems…

人工智能 · 计算机科学 2021-06-15 Hung Le , Chinnadhurai Sankar , Seungwhan Moon , Ahmad Beirami , Alborz Geramifard , Satwik Kottur

Learning with minimal data is one of the key challenges in the development of practical, production-ready goal-oriented dialogue systems. In a real-world enterprise setting where dialogue systems are developed rapidly and are expected to…

计算与语言 · 计算机科学 2019-08-19 Igor Shalyminov , Sungjin Lee , Arash Eshghi , Oliver Lemon

We present a new approach to dialogue management using conversational knowledge graphs as core representation of the dialogue state. To this end, we introduce a new dataset, GraphWOZ, which comprises Wizard-of-Oz dialogues in which human…

计算与语言 · 计算机科学 2022-11-24 Nicholas Thomas Walker , Stefan Ultes , Pierre Lison

Creating spoken dialogue datasets is methodologically challenging, and these challenges are amplified when the goal is to build multilingual, multi-parallel datasets at scale. This work introduces HEALTHDIAL, a large-scale, multilingual,…

计算与语言 · 计算机科学 2026-05-29 Songbo Hu , Yinhong Liu , Ej Zhou , Evgeniia Razumovskaia , Xiaobin Wang , Alexander Fraser , Ivan Vulić , Anna Korhonen

Developing conversational agents to interact with patients and provide primary clinical advice has attracted increasing attention due to its huge application potential, especially in the time of COVID-19 Pandemic. However, the training of…

计算与语言 · 计算机科学 2022-08-02 Wenge Liu , Jianheng Tang , Yi Cheng , Wenjie Li , Yefeng Zheng , Xiaodan Liang

We present the Conversational Data Retrieval (CDR) benchmark, the first comprehensive test set for evaluating systems that retrieve conversation data for product insights. With 1.6k queries across five analytical tasks and 9.1k…

计算与语言 · 计算机科学 2026-02-17 Yohan Lee , Yongwoo Song , Sangyeop Kim

A slot value might be provided segment by segment over multiple-turn interactions in a dialog, especially for some important information such as phone numbers and names. It is a common phenomenon in daily life, but little attention has been…

计算与语言 · 计算机科学 2023-09-26 Sai Zhang , Yuwei Hu , Yuchuan Wu , Jiaman Wu , Yongbin Li , Jian Sun , Caixia Yuan , Xiaojie Wang

Data scarcity is a long-standing and crucial challenge that hinders quick development of task-oriented dialogue systems across multiple domains: task-oriented dialogue models are expected to learn grammar, syntax, dialogue reasoning,…

计算与语言 · 计算机科学 2019-08-06 Paweł Budzianowski , Ivan Vulić

Traditional dialog systems used in goal-oriented applications require a lot of domain-specific handcrafting, which hinders scaling up to new domains. End-to-end dialog systems, in which all components are trained from the dialogs…

计算与语言 · 计算机科学 2017-04-03 Antoine Bordes , Y-Lan Boureau , Jason Weston

Automatic speech recognition (ASR) in clinical dialogue demands robustness to full-duplex interaction, speaker overlap, and low-latency constraints, yet open benchmarks remain scarce. We present MMedFD, the first real-world Chinese…

音频与语音处理 · 电气工程与系统科学 2025-09-29 Hongzhao Chen , XiaoYang Wang , Jing Lan , Hexiao Ding , Yufeng Jiang , MingHui Yang , DanHui Xu , Jun Luo , Nga-Chun Ng , Gerald W. Y. Cheng , Yunlin Mao , Jung Sun Yoo

Dialogue systems have been widely applied in many scenarios and are now more powerful and ubiquitous than ever before. With large neural models and massive available data, current dialogue systems have access to more knowledge than any…

Conversational artificial intelligence has the potential to assist users in preliminary medical consultations, particularly in settings where access to healthcare professionals is limited. However, many existing medical dialogue systems…

计算与语言 · 计算机科学 2026-03-26 Shubham Kumar Nigam , Suparnojit Sarkar , Piyush Patel

While most task-oriented dialogues assume conversations between the agent and one user at a time, dialogue systems are increasingly expected to communicate with multiple users simultaneously who make decisions collaboratively. To facilitate…

We present DREAM, the first dialogue-based multiple-choice reading comprehension dataset. Collected from English-as-a-foreign-language examinations designed by human experts to evaluate the comprehension level of Chinese learners of…

计算与语言 · 计算机科学 2019-02-04 Kai Sun , Dian Yu , Jianshu Chen , Dong Yu , Yejin Choi , Claire Cardie