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Automatic abstractive text summarization is an important and challenging research topic of natural language processing. Among many widely used languages, the Chinese language has a special property that a Chinese character contains rich…

Computation and Language · Computer Science 2018-09-11 Chieh-Teng Chang , Chi-Chia Huang , Chih-Yuan Yang , Jane Yung-Jen Hsu

In doctor-patient conversations, identifying medically relevant information is crucial, posing the need for conversation summarization. In this work, we propose the first deployable real-time speech summarization system for real-world…

Computation and Language · Computer Science 2025-04-07 Khai Le-Duc , Khai-Nguyen Nguyen , Long Vo-Dang , Truong-Son Hy

Multimodal sarcasm detection has recently garnered significant attention. However, existing benchmarks suffer from coarse-grained annotations and limited cultural coverage, which hinder research into fine-grained semantic understanding. To…

Computation and Language · Computer Science 2026-04-21 Junzhao Zhang , Hsiu-Yuan Huang , Chenming Tang , Yutong Yang , Yunfang Wu

Reproducibility in scientific research, particularly within the realm of natural language processing (NLP), is essential for validating and verifying the robustness of experimental findings. This paper delves into the reproduction and…

Computation and Language · Computer Science 2024-10-22 Yugandhar Reddy Gogireddy , Jithendra Reddy Gogireddy

Abstractive summarization has made significant strides in condensing and rephrasing large volumes of text into coherent summaries. However, summarizing administrative documents presents unique challenges due to domain-specific terminology,…

Computation and Language · Computer Science 2024-12-12 Phan Phuong Mai Chau , Souhail Bakkali , Antoine Doucet

This study addresses the interaction challenges encountered by spoken dialogue systems (SDSs) when engaging with users who exhibit distinct conversational behaviors, particularly minors, in scenarios where data are scarce. We propose a…

Computation and Language · Computer Science 2024-08-21 Zhiyang Qi , Michimasa Inaba

Automated service agents require well-structured workflows to provide consistent and accurate responses to customer queries. However, these workflows are often undocumented, and their automatic extraction from conversations remains…

Computation and Language · Computer Science 2025-02-25 Prafulla Kumar Choubey , Xiangyu Peng , Shilpa Bhagavath , Caiming Xiong , Shiva Kumar Pentyala , Chien-Sheng Wu

How to build and use dialogue data efficiently, and how to deploy models in different domains at scale can be two critical issues in building a task-oriented dialogue system. In this paper, we propose a novel manual-guided dialogue scheme…

Computation and Language · Computer Science 2022-08-17 Ryuichi Takanobu , Hao Zhou , Yankai Lin , Peng Li , Jie Zhou , Minlie Huang

The DISC project aims to (a) build an in-depth understanding of the state-of-the-art in spoken language dialogue systems (SLDSs) and components development and evaluation with the purpose of (b) developing a first best practice methodology…

Computation and Language · Computer Science 2007-05-23 Niels Ole Bernsen , Laila Dybkjaer , eds.

In this paper, we propose a controllable neural generation framework that can flexibly guide dialogue summarization with personal named entity planning. The conditional sequences are modulated to decide what types of information or what…

Computation and Language · Computer Science 2021-09-28 Zhengyuan Liu , Nancy F. Chen

There is growing interest in the automated extraction of relevant information from clinical dialogues. However, it is difficult to collect and construct large annotated resources for clinical dialogue tasks. Recent developments in natural…

Computation and Language · Computer Science 2022-06-07 Zhengyuan Liu , Pavitra Krishnaswamy , Nancy F. Chen

Multimodal Dialogue Summarization (MDS) is a critical task with wide-ranging applications. To support the development of effective MDS models, robust automatic evaluation methods are essential for reducing both cost and human effort.…

Computation and Language · Computer Science 2025-10-03 Yinhong Liu , Jianfeng He , Hang Su , Ruixue Lian , Yi Nian , Jake Vincent , Srikanth Vishnubhotla , Robinson Piramuthu , Saab Mansour

Recent years have brought about an interest in the challenging task of summarizing conversation threads (meetings, online discussions, etc.). Such summaries help analysis of the long text to quickly catch up with the decisions made and thus…

Computation and Language · Computer Science 2021-08-02 Shiyue Zhang , Asli Celikyilmaz , Jianfeng Gao , Mohit Bansal

While voice technologies increasingly serve aging populations, current systems exhibit significant performance gaps due to inadequate training data capturing elderly-specific vocal characteristics like presbyphonia and dialectal variations.…

Computation and Language · Computer Science 2025-11-13 Yang Chen , Hui Wang , Shiyao Wang , Junyang Chen , Jiabei He , Jiaming Zhou , Xi Yang , Yequan Wang , Yonghua Lin , Yong Qin

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…

Information Retrieval · Computer Science 2023-05-09 Paul Owoicho , Ivan Sekulić , Mohammad Aliannejadi , Jeffrey Dalton , Fabio Crestani

Existing rhetorical understanding and generation datasets or corpora primarily focus on single coarse-grained categories or fine-grained categories, neglecting the common interrelations between different rhetorical devices by treating them…

Computation and Language · Computer Science 2024-10-01 Nuowei Liu , Xinhao Chen , Hongyi Wu , Changzhi Sun , Man Lan , Yuanbin Wu , Xiaopeng Bai , Shaoguang Mao , Yan Xia

Dialogue systems are increasingly integrated into mental health support to help clients facilitate exploration, gain insight, take action, and ultimately heal themselves. A practical and user-friendly dialogue system should be…

Computation and Language · Computer Science 2024-03-21 Huachuan Qiu , Anqi Li , Lizhi Ma , Zhenzhong Lan

The quest for seeking health information has swamped the web with consumers health-related questions. Generally, consumers use overly descriptive and peripheral information to express their medical condition or other healthcare needs,…

Computation and Language · Computer Science 2025-12-30 Abhishek Basu , Deepak Gupta , Dina Demner-Fushman , Shweta Yadav

Abstract. When writing an academic paper, researchers often spend considerable time reviewing and summarizing papers to extract relevant citations and data to compose the Introduction and Related Work sections. To address this problem, we…

Information Retrieval · Computer Science 2023-06-22 Juan Ramirez-Orta , Eduardo Xamena , Ana Maguitman , Axel J. Soto , Flavia P. Zanoto , Evangelos Milios

Software documentation largely consists of short, natural language summaries of the subroutines in the software. These summaries help programmers quickly understand what a subroutine does without having to read the source code him or…

Software Engineering · Computer Science 2020-04-13 Sakib Haque , Alexander LeClair , Lingfei Wu , Collin McMillan
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