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A primary objective of news articles is to establish the factual record for an event, frequently achieved by conveying both the details of the specified event (i.e., the 5 Ws; Who, What, Where, When and Why regarding the event) and how…

计算与语言 · 计算机科学 2023-03-09 Revanth Gangi Reddy , Heba Elfardy , Hou Pong Chan , Kevin Small , Heng Ji

Scientific talks are a growing medium for disseminating research, and automatically identifying relevant literature that grounds or enriches a talk would be highly valuable for researchers and students alike. We introduce Reference…

计算与语言 · 计算机科学 2025-10-29 Frederik Broy , Maike Züfle , Jan Niehues

With thousands of academic articles shared on a daily basis, it has become increasingly difficult to keep up with the latest scientific findings. To overcome this problem, we introduce a new task of disentangled paper summarization, which…

计算与语言 · 计算机科学 2020-11-10 Hiroaki Hayashi , Wojciech Kryściński , Bryan McCann , Nazneen Rajani , Caiming Xiong

The purpose of an argumentative text is to support a certain conclusion. Yet, they are often omitted, expecting readers to infer them rather. While appropriate when reading an individual text, this rhetorical device limits accessibility…

计算与语言 · 计算机科学 2021-08-05 Shahbaz Syed , Khalid Al-Khatib , Milad Alshomary , Henning Wachsmuth , Martin Potthast

Query-specific article generation is the task of, given a search query, generate a single article that gives an overview of the topic. We envision such articles as an alternative to presenting a ranking of search results. While generative…

信息检索 · 计算机科学 2023-10-20 Connor Lennox , Sumanta Kashyapi , Laura Dietz

Generating novel and creative scientific hypotheses is a cornerstone in achieving Artificial General Intelligence. Large language and reasoning models have the potential to aid in the systematic creation, selection, and validation of…

计算与语言 · 计算机科学 2025-04-18 Charles O'Neill , Tirthankar Ghosal , Roberta Răileanu , Mike Walmsley , Thang Bui , Kevin Schawinski , Ioana Ciucă

The core challenge faced by multi-document summarization is the complexity of relationships among documents and the presence of information redundancy. Graph clustering is an effective paradigm for addressing this issue, as it models the…

计算与语言 · 计算机科学 2025-08-01 Yongbing Zhang , Fang Nan , Shengxiang Gao , Yuxin Huang , Kaiwen Tan , Zhengtao Yu

The timeline generation task summarises an entity's biography by selecting stories representing key events from a large pool of relevant documents. This paper addresses the lack of a standard dataset and evaluative methodology for the…

计算与语言 · 计算机科学 2016-11-08 Xavier Holt , Will Radford , Ben Hachey

Retrieval-augmented systems are typically evaluated in settings where information required to answer the query can be found within a single source or the answer is short-form or factoid-based. However, many real-world applications demand…

计算与语言 · 计算机科学 2025-08-29 Rohan Phanse , Yijie Zhou , Kejian Shi , Wencai Zhang , Yixin Liu , Yilun Zhao , Arman Cohan

The use of retrieval-augmented generation (RAG) to retrieve relevant information from an external knowledge source enables large language models (LLMs) to answer questions over private and/or previously unseen document collections. However,…

Radiology reports play a critical role in communicating medical findings to physicians. In each report, the impression section summarizes essential radiology findings. In clinical practice, writing impression is highly demanded yet…

计算与语言 · 计算机科学 2021-12-21 Jinpeng Hu , Jianling Li , Zhihong Chen , Yaling Shen , Yan Song , Xiang Wan , Tsung-Hui Chang

Automatic document summarization aims to produce a concise summary covering the input document's salient information. Within a report document, the salient information can be scattered in the textual and non-textual content. However,…

计算与语言 · 计算机科学 2023-02-09 Shuaiqi Liu , Jiannong Cao , Ruosong Yang , Zhiyuan Wen

Abstractive speech summarization (SSUM) aims to generate human-like summaries from speech. Given variations in information captured and phrasing, recordings can be summarized in multiple ways. Therefore, it is more reasonable to consider a…

计算与语言 · 计算机科学 2024-10-28 Jee-weon Jung , Roshan Sharma , William Chen , Bhiksha Raj , Shinji Watanabe

Scientific press briefings are a valuable information source. They consist of alternating expert speeches, questions from the audience and their answers. Therefore, they can contribute to scientific and fact-based media coverage. Even…

信息检索 · 计算机科学 2023-02-27 Jüri Keller , Meik Bittkowski , Philipp Schaer

The rapid growth of scientific literature has made it difficult for the researchers to quickly learn about the developments in their respective fields. Scientific document summarization addresses this challenge by providing summaries of the…

计算与语言 · 计算机科学 2017-06-13 Arman Cohan , Nazli Goharian

With the recent advances of large language models (LLMs), it is no longer infeasible to build an automated debate system that helps people to synthesise persuasive arguments. Previous work attempted this task by integrating multiple…

Keyphrase generation aims at generating important phrases (keyphrases) that best describe a given document. In scholarly domains, current approaches have largely used only the title and abstract of the articles to generate keyphrases. In…

计算与语言 · 计算机科学 2022-10-24 Krishna Garg , Jishnu Ray Chowdhury , Cornelia Caragea

Environment, Social, and Governance (ESG) KPIs assess an organization's performance on issues such as climate change, greenhouse gas emissions, water consumption, waste management, human rights, diversity, and policies. ESG reports convey…

计算与语言 · 计算机科学 2024-10-01 Lokesh Mishra , Sohayl Dhibi , Yusik Kim , Cesar Berrospi Ramis , Shubham Gupta , Michele Dolfi , Peter Staar

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

Counter-speech generation is at the core of many expert activities, such as fact-checking and hate speech, to counter harmful content. Yet, existing work treats counter-speech generation as pure text generation task, mainly based on Large…

计算与语言 · 计算机科学 2025-10-15 Greta Damo , Elena Cabrio , Serena Villata