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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…

计算与语言 · 计算机科学 2020-01-30 Abhinav Rastogi , Xiaoxue Zang , Srinivas Sunkara , Raghav Gupta , Pranav Khaitan

Conversational agents have traditionally been developed for either task-oriented dialogue (TOD) or open-ended chitchat, with limited progress in unifying the two. Yet, real-world conversations naturally involve fluid transitions between…

计算与语言 · 计算机科学 2025-11-13 Yejin Yoon , Yuri Son , Namyoung So , Minseo Kim , Minsoo Cho , Chanhee Park , Seungshin Lee , Taeuk Kim

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…

A major bottleneck for building statistical spoken dialogue systems for new domains and applications is the need for large amounts of training data. To address this problem, we adopt the multi-dimensional approach to dialogue management and…

计算与语言 · 计算机科学 2022-04-15 Simon Keizer , Norbert Braunschweiler , Svetlana Stoyanchev , Rama Doddipatla

We developed a machine learning approach that quantifies multiple aspects of the success or values in Customer Service contacts, at anytime during the interaction. Specifically, the value/reward function regarding to the turn-level…

计算与语言 · 计算机科学 2020-11-13 Ruofeng Wen

Voice-controlled dialog systems have become immensely popular due to their ability to perform a wide range of actions in response to diverse user queries. These agents possess a predefined set of skills or intents to fulfill specific user…

计算与语言 · 计算机科学 2026-03-17 Ankan Mullick , Sukannya Purkayastha , Saransh Sharma , Pawan Goyal , Niloy Ganguly

An intelligent dialogue system in a multi-turn setting should not only generate the responses which are of good quality, but it should also generate the responses which can lead to long-term success of the dialogue. Although, the current…

计算与语言 · 计算机科学 2023-01-12 Anant Khandelwal

Dialogue segmentation is a crucial task for dialogue systems allowing a better understanding of conversational texts. Despite recent progress in unsupervised dialogue segmentation methods, their performances are limited by the lack of…

计算与语言 · 计算机科学 2023-10-17 Junfeng Jiang , Chengzhang Dong , Sadao Kurohashi , Akiko Aizawa

Although there have been remarkable advances in dialogue systems through the dialogue systems technology competition (DSTC), it remains one of the key challenges to building a robust task-oriented dialogue system with a speech interface.…

计算与语言 · 计算机科学 2024-01-10 Jaeseok Yoon , Seunghyun Hwang , Ran Han , Jeonguk Bang , Kee-Eung Kim

Open-domain dialog systems (also known as chatbots) have increasingly drawn attention in natural language processing. Some of the recent work aims at incorporating affect information into sequence-to-sequence neural dialog modeling, making…

计算与语言 · 计算机科学 2020-06-25 Yubo Xie , Ekaterina Svikhnushina , Pearl Pu

Spoken Dialogue Models (SDMs) have advanced rapidly, yet their ability to sustain genuinely interactive multi-turn conversations remains underexplored, as most benchmarks focus on single-turn exchanges. We introduce Multi-Bench, the first…

音频与语音处理 · 电气工程与系统科学 2025-11-04 Yayue Deng , Guoqiang Hu , Haiyang Sun , Xiangyu Zhang , Haoyang Zhang , Fei Tian , Xuerui Yang , Gang Yu , Eng Siong Chng

Building an open-domain conversational agent is a challenging problem. Current evaluation methods, mostly post-hoc judgments of static conversation, do not capture conversation quality in a realistic interactive context. In this paper, we…

The quality of AI-generated output is often attributed to prompting technique, but extensive empirical observation suggests that context completeness may be more strongly associated with output quality. This paper introduces Context…

人工智能 · 计算机科学 2026-04-07 Elias Calboreanu

In human-human conversations, Context Tracking deals with identifying important entities and keeping track of their properties and relationships. This is a challenging problem that encompasses several subtasks such as slot tagging,…

计算与语言 · 计算机科学 2022-04-27 Ulrich Rückert , Srinivas Sunkara , Abhinav Rastogi , Sushant Prakash , Pranav Khaitan

Nowadays, open-domain dialogue models can generate acceptable responses according to the historical context based on the large-scale pre-trained language models. However, they generally concatenate the dialogue history directly as the model…

计算与语言 · 计算机科学 2021-06-07 Zekang Li , Jinchao Zhang , Zhengcong Fei , Yang Feng , Jie Zhou

Recent advances in neural approaches greatly improve task-oriented dialogue (TOD) systems which assist users to accomplish their goals. However, such systems rely on costly manually labeled dialogs which are not available in practical…

计算与语言 · 计算机科学 2022-12-26 Weihao Zeng , Keqing He , Zechen Wang , Dayuan Fu , Guanting Dong , Ruotong Geng , Pei Wang , Jingang Wang , Chaobo Sun , Wei Wu , Weiran Xu

Response timing judgment is a critical component of interactive speech agents. Although there exists substantial prior work on turn modeling and voice wake-up, there is a lack of research on response timing judgments continuously aligned…

人机交互 · 计算机科学 2026-03-17 Zihong He , Hai-Ning Liang , Chen Liang

Emotion perception and adaptive expression are fundamental capabilities in human-agent interaction. While recent advances in speech emotion captioning (SEC) have improved fine-grained emotional modeling, existing systems remain limited to…

计算与语言 · 计算机科学 2026-04-30 Shuhao Xu , Yifan Hu , Jingjing Wu , Zhihao Du , Zheng Lian , Rui Liu

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

In spoken dialogue systems, we aim to deploy artificial intelligence to build automated dialogue agents that can converse with humans. Dialogue systems are increasingly being designed to move beyond just imitating conversation and also…

计算与语言 · 计算机科学 2021-11-03 Atharv Singh Patlan , Shiven Tripathi , Shubham Korde