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We propose a summarization approach for scientific articles which takes advantage of citation-context and the document discourse model. While citations have been previously used in generating scientific summaries, they lack the related…

计算与语言 · 计算机科学 2017-04-24 Arman Cohan , Nazli Goharian

Dialogue summarization is a challenging problem due to the informal and unstructured nature of conversational data. Recent advances in abstractive summarization have been focused on data-hungry neural models and adapting these models to a…

计算与语言 · 计算机科学 2020-10-14 Prakhar Ganesh , Saket Dingliwal

Dialogue summarization comes with its own peculiar challenges as opposed to news or scientific articles summarization. In this work, we explore four different challenges of the task: handling and differentiating parts of the dialogue…

计算与语言 · 计算机科学 2021-09-20 Muhammad Khalifa , Miguel Ballesteros , Kathleen McKeown

Online argumentative dialog is a rich source of information on popular beliefs and opinions that could be useful to companies as well as governmental or public policy agencies. Compact, easy to read, summaries of these dialogues would thus…

计算与语言 · 计算机科学 2017-11-02 Amita Misra , Shereen Oraby , Shubhangi Tandon , Sharath TS , Pranav Anand , Marilyn Walker

Identifying and communicating relationships between causes and effects is important for understanding our world, but is affected by language structure, cognitive and emotional biases, and the properties of the communication medium. Despite…

Detecting factual inconsistency for long document summarization remains challenging, given the complex structure of the source article and long summary length. In this work, we study factual inconsistency errors and connect them with a line…

计算与语言 · 计算机科学 2025-02-11 Yang Zhong , Diane Litman

Citation texts are sometimes not very informative or in some cases inaccurate by themselves; they need the appropriate context from the referenced paper to reflect its exact contributions. To address this problem, we propose an unsupervised…

计算与语言 · 计算机科学 2017-05-24 Arman Cohan , Nazli Goharian

Recent works show that discourse analysis benefits from modeling intra- and inter-sentential levels separately, where proper representations for text units of different granularities are desired to capture both the meaning of text units and…

计算与语言 · 计算机科学 2022-05-05 Yifei Zhou , Yansong Feng

Abstractive dialogue summarization is to generate a concise and fluent summary covering the salient information in a dialogue among two or more interlocutors. It has attracted great attention in recent years based on the massive emergence…

计算与语言 · 计算机科学 2023-08-08 Qi Jia , Yizhu Liu , Siyu Ren , Kenny Q. Zhu

Summarizing conversations via neural approaches has been gaining research traction lately, yet it is still challenging to obtain practical solutions. Examples of such challenges include unstructured information exchange in dialogues,…

计算与语言 · 计算机科学 2021-09-15 Zhengyuan Liu , Ke Shi , Nancy F. Chen

Opinion summarisation aims to summarise the salient information and opinions presented in documents such as product reviews, discussion forums, and social media texts into short summaries that enable users to effectively understand the…

计算与语言 · 计算机科学 2024-02-02 Nannan Huang , Haytham Fayek , Xiuzhen Zhang

Discourse relations are typically modeled as a discrete class that characterizes the relation between segments of text (e.g. causal explanations, expansions). However, such predefined discrete classes limits the universe of potential…

计算与语言 · 计算机科学 2023-03-01 Youngseo Son , Vasudha Varadarajan , H Andrew Schwartz

Typically, every part in most coherent text has some plausible reason for its presence, some function that it performs to the overall semantics of the text. Rhetorical relations, e.g. contrast, cause, explanation, describe how the parts of…

信息检索 · 计算机科学 2017-04-07 Christina Lioma , Birger Larsen , Wei Lu

Discourse relations among arguments reveal logical structures of a debate conversation. However, no prior work has explicitly studied how the sequence of discourse relations influence a claim's impact. This paper empirically shows that the…

计算与语言 · 计算机科学 2021-06-03 Xin Liu , Jiefu Ou , Yangqiu Song , Xin Jiang

Philosophical accounts of persuasion often assume that shared evidence and rational argumentation should lead to a convergence of views between peers, yet everyday discourse often suggests otherwise. In this study, we use large language…

计算与语言 · 计算机科学 2026-05-12 David Freeborn , Malihe Alikani , Anthony Sicilia

Automatic dialogue summarization is a well-established task with the goal of distilling the most crucial information from human conversations into concise textual summaries. However, most existing research has predominantly focused on…

计算与语言 · 计算机科学 2024-05-06 Yongxin Zhou , Fabien Ringeval , François Portet

Text summarization models have typically focused on optimizing aspects of quality such as fluency, relevance, and coherence, particularly in the context of news articles. However, summarization models are increasingly being used to…

计算与语言 · 计算机科学 2024-05-06 Olubusayo Olabisi , Ameeta Agrawal

The research that has been carried out on blogs focused on blog posts only, ignoring the title of the blog page. Also, in summarization only a set of representative sentences are extracted. Some analysis has been done and it has been found…

信息检索 · 计算机科学 2013-03-01 Rosy Madaan , A. K. Sharma , Ashutosh Dixit

When people converse about social or political topics, similar arguments are often paraphrased by different speakers, across many different conversations. Debate websites produce curated summaries of arguments on such topics; these…

计算与语言 · 计算机科学 2018-01-29 Amita Misra , Brian Ecker , Marilyn A. Walker

Dialogue summarization aims to condense the original dialogue into a shorter version covering salient information, which is a crucial way to reduce dialogue data overload. Recently, the promising achievements in both dialogue systems and…

计算与语言 · 计算机科学 2022-04-29 Xiachong Feng , Xiaocheng Feng , Bing Qin
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