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For conversational AI and virtual assistants to communicate with humans in a realistic way, they must exhibit human characteristics such as expression of emotion and personality. Current attempts toward constructing human-like dialogue…

Computation and Language · Computer Science 2021-12-03 Aaron W. Li , Veronica Jiang , Steven Y. Feng , Julia Sprague , Wei Zhou , Jesse Hoey

Knowledge graphs are often used to represent structured information in a flexible and efficient manner, but their use in situated dialogue remains under-explored. This paper presents a novel conversational model for human--robot interaction…

Robotics · Computer Science 2025-04-02 Nicholas Thomas Walker , Stefan Ultes , Pierre Lison

Maintaining engagement and consistency is particularly important in dialogue systems. Existing works have improved the performance of dialogue systems by intentionally learning interlocutor personas with sophisticated network structures.…

Computation and Language · Computer Science 2023-02-28 Ruijun Chen , Jin Wang , Liang-Chih Yu , Xuejie Zhang

Automated emotion recognition in speech is a long-standing problem. While early work on emotion recognition relied on hand-crafted features and simple classifiers, the field has now embraced end-to-end feature learning and classification…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-10 Ravi Shankar , Abdouh Harouna Kenfack , Arjun Somayazulu , Archana Venkataraman

Building a socially intelligent agent involves many challenges, one of which is to teach the agent to speak guided by its value like a human. However, value-driven chatbots are still understudied in the area of dialogue systems. Most…

Computation and Language · Computer Science 2022-07-25 Liang Qiu , Yizhou Zhao , Jinchao Li , Pan Lu , Baolin Peng , Jianfeng Gao , Song-Chun Zhu

We consider the problem of designing an artificial agent capable of interacting with humans in collaborative dialogue to produce creative, engaging narratives. In this task, the goal is to establish universe details, and to collaborate on…

Human-Computer Interaction · Computer Science 2019-02-01 Kory W. Mathewson , Pablo Samuel Castro , Colin Cherry , George Foster , Marc G. Bellemare

Generating persona consistent dialogue response is important for developing an intelligent conversational agent. Recent works typically fine-tune large-scale pre-trained models on this task by concatenating persona texts and dialogue…

Computation and Language · Computer Science 2023-05-23 Liang Chen , Hongru Wang , Yang Deng , Wai-Chung Kwan , Zezhong Wang , Kam-Fai Wong

Efforts towards endowing robots with the ability to speak have benefited from recent advancements in natural language processing, in particular large language models. However, current language models are not fully incremental, as their…

Computation and Language · Computer Science 2025-04-03 Casey Kennington , Pierre Lison , David Schlangen

Natural language dialogue systems raise great attention recently. As many dialogue models are data-driven, high-quality datasets are essential to these systems. In this paper, we introduce Pchatbot, a large-scale dialogue dataset that…

Computation and Language · Computer Science 2021-06-01 Hongjin Qian , Xiaohe Li , Hanxun Zhong , Yu Guo , Yueyuan Ma , Yutao Zhu , Zhanliang Liu , Zhicheng Dou , Ji-Rong Wen

Though great progress has been made for human-machine conversation, current dialogue system is still in its infancy: it usually converses passively and utters words more as a matter of response, rather than on its own initiatives. In this…

Computation and Language · Computer Science 2019-11-11 Wenquan Wu , Zhen Guo , Xiangyang Zhou , Hua Wu , Xiyuan Zhang , Rongzhong Lian , Haifeng Wang

Persona-based dialogue systems aim to generate consistent responses based on historical context and predefined persona. Unlike conventional dialogue generation, the persona-based dialogue needs to consider both dialogue context and persona,…

Computation and Language · Computer Science 2024-01-11 Qiushi Huang , Yu Zhang , Tom Ko , Xubo Liu , Bo Wu , Wenwu Wang , Lilian Tang

Advancements in conversational systems have revolutionized information access, surpassing the limitations of single queries. However, developing dialogue systems requires a large amount of training data, which is a challenge in low-resource…

Computation and Language · Computer Science 2024-03-05 Heydar Soudani , Evangelos Kanoulas , Faegheh Hasibi

Users interacting with voice assistants today need to phrase their requests in a very specific manner to elicit an appropriate response. This limits the user experience, and is partly due to the lack of reasoning capabilities of dialogue…

Computation and Language · Computer Science 2022-03-22 Yi-Lin Tuan , Sajjad Beygi , Maryam Fazel-Zarandi , Qiaozi Gao , Alessandra Cervone , William Yang Wang

Conventional approaches to personalized dialogue generation typically require a large corpus, as well as predefined persona information. However, in a real-world setting, neither a large corpus of training data nor persona information are…

Computation and Language · Computer Science 2021-10-06 Jing Yang Lee , Kong Aik Lee , Woon Seng Gan

Social chatbots have gained immense popularity, and their appeal lies not just in their capacity to respond to the diverse requests from users, but also in the ability to develop an emotional connection with users. To further develop and…

Computation and Language · Computer Science 2022-06-01 Avinash Madasu , Mauajama Firdaus , Asif Eqbal

User profiling has long been an important problem that investigates user interests in many real applications. Some recent works regard users and their interacted objects as entities of a graph and turn the problem into a node classification…

Information Retrieval · Computer Science 2021-10-15 Qilong Yan , Yufeng Zhang , Qiang Liu , Shu Wu , Liang Wang

Machine learning techniques have conquered many different tasks in speech and natural language processing, such as speech recognition, information extraction, text and speech generation, and human machine interaction using natural language…

Computation and Language · Computer Science 2025-03-18 Sebastian Möller , Pia Knoeferle , Britta Schulte , Nils Feldhus

The construction of open-domain dialogue systems requires high-quality dialogue datasets. The dialogue data admits a wide variety of responses for a given dialogue history, especially responses with different semantics. However, collecting…

Computation and Language · Computer Science 2022-11-01 Jiao Ou , Jinchao Zhang , Yang Feng , Jie Zhou

The ability to infer persona from dialogue can have applications in areas ranging from computational narrative analysis to personalized dialogue generation. We introduce neural models to learn persona embeddings in a supervised character…

Computation and Language · Computer Science 2018-10-23 Eric Chu , Prashanth Vijayaraghavan , Deb Roy

Recently, utilizing deep neural networks to build the opendomain dialogue models has become a hot topic. However, the responses generated by these models suffer from many problems such as responses not being contextualized and tend to…

Computation and Language · Computer Science 2023-09-07 Mengjuan Liu , Chenyang Liu , Yunfan Yang , Jiang Liu , Mohan Jing
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