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Nowadays, dialogue systems are used in many fields of industry and research. There are successful instances of these systems, such as Apple Siri, Google Assistant, and IBM Watson. Task-oriented dialogue system is a category of these, that…

计算与语言 · 计算机科学 2024-01-02 Keyvan Mahmoudi , Heshaam Faili

Dialogue State Tracking (DST) is crucial for understanding user needs and executing appropriate system actions in task-oriented dialogues. Majority of existing DST methods are designed to work within predefined ontologies and assume the…

计算与语言 · 计算机科学 2025-03-11 Abdulfattah Safa , Gözde Gül Şahin

The goal of building intelligent dialogue systems has largely been separately pursued under two motives: task-oriented dialogue (TOD) systems, and open-domain systems for chit-chat (CC). Although previous TOD dialogue systems work well in…

计算与语言 · 计算机科学 2022-05-13 Changhong Yu , Chunhong Zhang , Qi Sun

Recent open-domain dialogue models have brought numerous breakthroughs. However, building a chat system is not scalable since it often requires a considerable volume of human-human dialogue data, especially when enforcing features such as…

计算与语言 · 计算机科学 2022-05-03 Sanghwan Bae , Donghyun Kwak , Sungdong Kim , Donghoon Ham , Soyoung Kang , Sang-Woo Lee , Woomyoung Park

Achieving robust language technologies that can perform well across the world's many languages is a central goal of multilingual NLP. In this work, we take stock of and empirically analyse task performance disparities that exist between…

计算与语言 · 计算机科学 2023-10-20 Songbo Hu , Han Zhou , Moy Yuan , Milan Gritta , Guchun Zhang , Ignacio Iacobacci , Anna Korhonen , Ivan Vulić

Knowledge-grounded dialogue systems aim to generate coherent and engaging responses based on the dialogue contexts and selected external knowledge. Previous knowledge selection methods tend to rely too heavily on the dialogue contexts or…

计算与语言 · 计算机科学 2024-03-05 Lin Xu , Qixian Zhou , Jinlan Fu , See-Kiong Ng

Many recently published Text-to-Speech (TTS) systems produce audio close to real speech. However, TTS evaluation needs to be revisited to make sense of the results obtained with the new architectures, approaches and datasets. We propose…

音频与语音处理 · 电气工程与系统科学 2024-12-03 Christoph Minixhofer , Ondřej Klejch , Peter Bell

Recent works on end-to-end trainable neural network based approaches have demonstrated state-of-the-art results on dialogue state tracking. The best performing approaches estimate a probability distribution over all possible slot values.…

计算与语言 · 计算机科学 2019-07-02 Rahul Goel , Shachi Paul , Dilek Hakkani-Tür

With the rapid explosion of the World Wide Web, it is becoming increasingly possible to easily acquire a wide variety of information such as flight schedules, yellow pages, used car prices, current stock prices, entertainment event…

cmp-lg · 计算机科学 2008-02-03 Rajeev Agarwal

One of the difficulties in training dialogue systems is the lack of training data. We explore the possibility of creating dialogue data through the interaction between a dialogue system and a user simulator. Our goal is to develop a…

计算与语言 · 计算机科学 2021-07-27 Bo-Hsiang Tseng , Yinpei Dai , Florian Kreyssig , Bill Byrne

Task-Oriented Dialogue (TOD) systems have become crucial components in interactive artificial intelligence applications. While recent advances have capitalized on pre-trained language models (PLMs), they exhibit limitations regarding…

计算与语言 · 计算机科学 2023-12-11 Sungryull Sohn , Yiwei Lyu , Anthony Liu , Lajanugen Logeswaran , Dong-Ki Kim , Dongsub Shim , Honglak Lee

Automatically evaluating text-based, non-task-oriented dialogue systems (i.e., `chatbots') remains an open problem. Previous approaches have suffered challenges ranging from poor correlation with human judgment to poor generalization and…

计算与语言 · 计算机科学 2021-04-14 Ian Berlot-Attwell , Frank Rudzicz

Most Zero-shot Multi-speaker TTS (ZS-TTS) systems support only a single language. Although models like YourTTS, VALL-E X, Mega-TTS 2, and Voicebox explored Multilingual ZS-TTS they are limited to just a few high/medium resource languages,…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Edresson Casanova , Kelly Davis , Eren Gölge , Görkem Göknar , Iulian Gulea , Logan Hart , Aya Aljafari , Joshua Meyer , Reuben Morais , Samuel Olayemi , Julian Weber

In a customer service system, dialogue summarization can boost service efficiency by automatically creating summaries for long spoken dialogues in which customers and agents try to address issues about specific topics. In this work, we…

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

计算与语言 · 计算机科学 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Responding with multi-modal content has been recognized as an essential capability for an intelligent conversational agent. In this paper, we introduce the MMDialog dataset to better facilitate multi-modal conversation. MMDialog is composed…

计算与语言 · 计算机科学 2022-12-22 Jiazhan Feng , Qingfeng Sun , Can Xu , Pu Zhao , Yaming Yang , Chongyang Tao , Dongyan Zhao , Qingwei Lin

The article proposes a system for knowledge-based conversation designed for Social Robots and other conversational agents. The proposed system relies on an Ontology for the description of all concepts that may be relevant conversation…

机器人学 · 计算机科学 2022-08-23 Lucrezia Grassi , Carmine Tommaso Recchiuto , Antonio Sgorbissa

Recently, topic-grounded dialogue system has attracted significant attention due to its effectiveness in predicting the next topic to yield better responses via the historical context and given topic sequence. However, almost all existing…

计算与语言 · 计算机科学 2022-10-18 Xiaofei Wen , Wei Wei , Xian-Ling Mao

Chatbots are designed to carry out human-like conversations across different domains, such as general chit-chat, knowledge exchange, and persona-grounded conversations. To measure the quality of such conversational agents, a dialogue…

计算与语言 · 计算机科学 2022-01-19 Chen Zhang , Luis Fernando D'Haro , Thomas Friedrichs , Haizhou Li

Task-oriented dialog systems enable users to accomplish tasks using natural language. State-of-the-art systems respond to users in the same way regardless of their personalities, although personalizing dialogues can lead to higher levels of…

计算与语言 · 计算机科学 2023-03-27 A. B. Siddique , M. H. Maqbool , Kshitija Taywade , Hassan Foroosh