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Most prior work on task-oriented dialogue systems are restricted to limited coverage of domain APIs. However, users oftentimes have requests that are out of the scope of these APIs. This work focuses on responding to these…

计算与语言 · 计算机科学 2021-06-18 Di Jin , Seokhwan Kim , Dilek Hakkani-Tur

Tuning language models for dialogue generation has been a prevalent paradigm for building capable dialogue agents. Yet, traditional tuning narrowly views dialogue generation as resembling other language generation tasks, ignoring the role…

计算与语言 · 计算机科学 2024-05-31 Jian Wang , Chak Tou Leong , Jiashuo Wang , Dongding Lin , Wenjie Li , Xiao-Yong Wei

A KRM-based dialogue management (DM) is proposed using to implement human-computer dialogue system in complex scenarios. KRM-based DM has a well description ability and it can ensure the logic of the dialogue process. Then a complex…

人机交互 · 计算机科学 2019-12-03 Wenwu Qu , Xiaoyu Chi , Wei Zheng

This research aims to explore various methods for assessing user feedback in mixed-initiative conversational search (CS) systems. While CS systems enjoy profuse advancements across multiple aspects, recent research fails to successfully…

信息检索 · 计算机科学 2023-05-09 Paul Owoicho , Ivan Sekulić , Mohammad Aliannejadi , Jeffrey Dalton , Fabio Crestani

Most dialog systems posit that users have figured out clear and specific goals before starting an interaction. For example, users have determined the departure, the destination, and the travel time for booking a flight. However, in many…

计算与语言 · 计算机科学 2022-04-18 Zeming Liu , Jun Xu , Zeyang Lei , Haifeng Wang , Zheng-Yu Niu , Hua Wu

Research interest in task-oriented dialogs has increased as systems such as Google Assistant, Alexa and Siri have become ubiquitous in everyday life. However, the impact of academic research in this area has been limited by the lack of…

Recently there has been a huge interest in dialog systems. This interest has also been developed in the field of the medical domain where researchers are focusing on building a dialog system in the medical domain. This research is focused…

This paper presents a novel task using real user data obtained in human-machine conversation. The task concerns with denotation extraction from answer hints collected interactively in a dialogue. The task is motivated by the need for large…

计算与语言 · 计算机科学 2018-01-10 Miroslav Vodolán , Filip Jurčíček

Full-duplex interaction is crucial for natural human-machine communication, yet remains challenging as it requires robust turn-taking detection to decide when the system should speak, listen, or remain silent. Existing solutions either rely…

计算与语言 · 计算机科学 2025-09-30 Guojian Li , Chengyou Wang , Hongfei Xue , Shuiyuan Wang , Dehui Gao , Zihan Zhang , Yuke Lin , Wenjie Li , Longshuai Xiao , Zhonghua Fu , Lei Xie

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

As conversational AI-based dialogue management has increasingly become a trending topic, the need for a standardized and reliable evaluation procedure grows even more pressing. The current state of affairs suggests various evaluation…

计算与语言 · 计算机科学 2020-06-12 Sarah E. Finch , Jinho D. Choi

Large language models (LLMs) have demonstrated remarkable performance in zero-shot dialogue state tracking (DST), reducing the need for task-specific training. However, conventional DST benchmarks primarily focus on structured user-agent…

计算与语言 · 计算机科学 2025-06-13 Sangmin Song , Juhwan Choi , JungMin Yun , YoungBin Kim

Target-oriented dialogue systems, designed to proactively steer conversations toward predefined targets or accomplish specific system-side goals, are an exciting area in conversational AI. In this work, by formulating a <dialogue act,…

计算与语言 · 计算机科学 2023-10-16 Jian Wang , Yi Cheng , Dongding Lin , Chak Tou Leong , Wenjie Li

Developing language model-based dialogue agents requires effective data to train models that can follow specific task logic. However, most existing data simulation methods focus on increasing diversity in language, topics, or dialogue acts…

计算与语言 · 计算机科学 2025-03-04 Wanyu Du , Song Feng , James Gung , Lijia Sun , Yi Zhang , Saab Mansour , Yanjun Qi

The role of conversational assistants has become more prevalent in helping people increase their productivity. Document-centered assistance, for example to help an individual quickly review a document, has seen less significant progress,…

计算与语言 · 计算机科学 2020-02-04 Maartje ter Hoeve , Robert Sim , Elnaz Nouri , Adam Fourney , Maarten de Rijke , Ryen W. White

Educational NLP systems are typically evaluated using engagement metrics and satisfaction surveys, which are at best a proxy for meeting pedagogical goals. We introduce six computational metrics for automated evaluation of pedagogical…

计算与语言 · 计算机科学 2026-04-28 Sebastian Kobler , Matthew Clemson , Angela Sun , Jonathan K. Kummerfeld

Industrial asset operations and maintenance question answering is inherently multi-turn, iterative, and highly dependent on external tool invocation. However, the conventional plan-execute single-agent architecture exhibits clear…

人工智能 · 计算机科学 2026-05-26 Chengrui Li , Rujing Li , Yitong Bai , Rui Li

In face-to-face conversations, individuals need to switch between speaking and listening roles seamlessly. Existing 3D talking head generation models focus solely on speaking or listening, neglecting the natural dynamics of interactive…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Ziqiao Peng , Yanbo Fan , Haoyu Wu , Xuan Wang , Hongyan Liu , Jun He , Zhaoxin Fan

Current instruction data synthesis methods primarily focus on single-turn instructions and often neglect cross-turn coherence, resulting in context drift and reduced task completion rates in extended conversations. To address this…

计算与语言 · 计算机科学 2025-09-26 Jiawei Chen , Xinyan Guan , Qianhao Yuan , Guozhao Mo , Weixiang Zhou , Yaojie Lu , Hongyu Lin , Ben He , Le Sun , Xianpei Han

The training of task-oriented dialogue systems is often confronted with the lack of annotated data. In contrast to previous work which augments training data through expensive crowd-sourcing efforts, we propose four different automatic…

计算与语言 · 计算机科学 2019-12-06 Jun Quan , Deyi Xiong
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