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Open-domain human-computer conversation has been attracting increasing attention over the past few years. However, there does not exist a standard automatic evaluation metric for open-domain dialog systems; researchers usually resort to…

Computation and Language · Computer Science 2017-07-18 Chongyang Tao , Lili Mou , Dongyan Zhao , Rui Yan

The traditional Dialogue State Tracking (DST) problem aims to track user preferences and intents in user-agent conversations. While sufficient for task-oriented dialogue systems supporting narrow domain applications, the advent of Large…

Computation and Language · Computer Science 2023-09-19 Sarkar Snigdha Sarathi Das , Chirag Shah , Mengting Wan , Jennifer Neville , Longqi Yang , Reid Andersen , Georg Buscher , Tara Safavi

Meetings are a key component of human collaboration. As increasing numbers of meetings are recorded and transcribed, meeting summaries have become essential to remind those who may or may not have attended the meetings about the key…

Computation and Language · Computer Science 2021-04-14 Ming Zhong , Da Yin , Tao Yu , Ahmad Zaidi , Mutethia Mutuma , Rahul Jha , Ahmed Hassan Awadallah , Asli Celikyilmaz , Yang Liu , Xipeng Qiu , Dragomir Radev

We propose a modular pipeline for the single-channel separation, recognition, and diarization of meeting-style recordings and evaluate it on the Libri-CSS dataset. Using a Continuous Speech Separation (CSS) system with a TF-GridNet…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-07 Thilo von Neumann , Christoph Boeddeker , Tobias Cord-Landwehr , Marc Delcroix , Reinhold Haeb-Umbach

Summarization is a challenging problem, and even more challenging is to manually create, correct, and evaluate the summaries. The severity of the problem grows when the inputs are multi-party dialogues in a meeting setup. To facilitate the…

Computation and Language · Computer Science 2022-05-12 Peter Polák , Muskaan Singh , Anna Nedoluzhko , Ondřej Bojar

Existing conversational systems are mostly agent-centric, which assumes the user utterances would closely follow the system ontology (for NLU or dialogue state tracking). However, in real-world scenarios, it is highly desirable that the…

Computation and Language · Computer Science 2021-09-10 Zhiyu Chen , Honglei Liu , Hu Xu , Seungwhan Moon , Hao Zhou , Bing Liu

There are several dialog frameworks which allow manual specification of intents and rule based dialog flow. The rule based framework provides good control to dialog designers at the expense of being more time consuming and laborious. The…

Computation and Language · Computer Science 2017-10-31 Dhiraj Madan , Sachindra Joshi

Computing devices have recently become capable of interacting with their end users via natural language. However, they can only operate within a limited "supported" domain of discourse and fail drastically when faced with an out-of-domain…

Computation and Language · Computer Science 2019-10-29 Zhichu Lu , Forough Arabshahi , Igor Labutov , Tom Mitchell

Document-level event extraction aims to recognize event information from a whole piece of article. Existing methods are not effective due to two challenges of this task: a) the target event arguments are scattered across sentences; b) the…

Computation and Language · Computer Science 2021-06-01 Runxin Xu , Tianyu Liu , Lei Li , Baobao Chang

A frequent pattern in customer care conversations is the agents responding with appropriate webpage URLs that address users' needs. We study the task of predicting the documents that customer care agents can use to facilitate users' needs.…

Runtime verification (RV) consists in dynamically verifying that the event traces generated by single runs of a system under scrutiny (SUS) are compliant with the formal specification of its expected properties. RML (Runtime Monitoring…

Logic in Computer Science · Computer Science 2020-09-02 Davide Ancona , Angelo Ferrando , Viviana Mascardi

Query-focused meeting summarization (QFMS) aims to generate summaries from meeting transcripts in response to a given query. Previous works typically concatenate the query with meeting transcripts and implicitly model the query relevance…

Computation and Language · Computer Science 2023-06-02 Xingxian Liu , Bin Duan , Bo Xiao , Yajing Xu

Recent research has made impressive progress in single-turn dialogue modelling. In the multi-turn setting, however, current models are still far from satisfactory. One major challenge is the frequently occurred coreference and information…

Computation and Language · Computer Science 2019-06-18 Hui Su , Xiaoyu Shen , Rongzhi Zhang , Fei Sun , Pengwei Hu , Cheng Niu , Jie Zhou

Generating word (tag) clouds is a powerful data visualization technique that allows people to get easily acquainted with the content of a large collection of textual documents and identify their subject domains for a matter of seconds,…

Information Retrieval · Computer Science 2022-01-03 Yordan Kalmukov

We consider a new perspective on dialog state tracking (DST), the task of estimating a user's goal through the course of a dialog. By formulating DST as a semantic parsing task over hierarchical representations, we can incorporate semantic…

Elicitation diary studies, a type of qualitative, longitudinal research method, involve participants to self-report aspects of events of interest at their occurrences as memory cues for providing details and insights during post-study…

Human-Computer Interaction · Computer Science 2024-05-01 Junze Li , Changyang He , Jiaxiong Hu , Boyang Jia , Alon Halevy , Xiaojuan Ma

Our focus lies in developing an online speaker diarisation framework which demonstrates robust performance across diverse domains. In online speaker diarisation, outputs generated in real-time are irreversible, and a few misjudgements in…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-10 Youngki Kwon , Hee-Soo Heo , Bong-Jin Lee , You Jin Kim , Jee-weon Jung

Scheduling dialogs, during which people negotiate the times of appointments, are common in everyday life. This paper reports the results of an in-depth empirical investigation of resolving explicit temporal references in scheduling dialogs.…

Computation and Language · Computer Science 2009-09-25 Janyce Wiebe , Thomas P. O'Hara , Thorsten Ohrstrom-Sandgren , Kenneth K. McKeever

Dialogue State Tracking (DST) is a key part of task-oriented dialogue systems, identifying important information in conversations. However, its accuracy drops significantly in spoken dialogue environments due to named entity errors from…

Computation and Language · Computer Science 2025-10-31 Jihyun Lee , Solee Im , Wonjun Lee , Gary Geunbae Lee

The use of conversational assistants to search for information is becoming increasingly more popular among the general public, pushing the research towards more advanced and sophisticated techniques. In the last few years, in particular,…

Information Retrieval · Computer Science 2021-04-15 Rafael Ferreira , David Semedo , Joao Magalhaes