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Aspect or query-based summarization has recently caught more attention, as it can generate differentiated summaries based on users' interests. However, the current dataset for aspect or query-based summarization either focuses on specific…

Computation and Language · Computer Science 2023-05-29 Xianjun Yang , Kaiqiang Song , Sangwoo Cho , Xiaoyang Wang , Xiaoman Pan , Linda Petzold , Dong Yu

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and…

Computation and Language · Computer Science 2021-05-11 Edward Sun , Yufang Hou , Dakuo Wang , Yunfeng Zhang , Nancy X. R. Wang

Textual entailment models are increasingly applied in settings like fact-checking, presupposition verification in question answering, or summary evaluation. However, these represent a significant domain shift from existing entailment…

Computation and Language · Computer Science 2023-10-24 Ryo Kamoi , Tanya Goyal , Juan Diego Rodriguez , Greg Durrett

One of the major problems with text simplification is the lack of high-quality data. The sources of simplification datasets are limited to Wikipedia and Newsela, restricting further development of this field. In this paper, we analyzed the…

Computation and Language · Computer Science 2023-02-15 Renliang Sun , Zhixian Yang , Xiaojun Wan

An edit summary is a succinct comment written by a Wikipedia editor explaining the nature of, and reasons for, an edit to a Wikipedia page. Edit summaries are crucial for maintaining the encyclopedia: they are the first thing seen by…

Computation and Language · Computer Science 2024-08-20 Marija Šakota , Isaac Johnson , Guosheng Feng , Robert West

Large language models hallucinate factual claims and struggle to ground their outputs in retrievable evidence, particularly in non-English languages. Existing resources impose a trade-off: structured knowledge bases lack textual grounding,…

Computation and Language · Computer Science 2026-05-15 Yingli Shen , Wen Lai , Jie Zhou , Xueren Zhang , Yudong Wang , Kangyang Luo , Shuo Wang , Ge Gao , Alexander Fraser , Maosong Sun

In the social sciences, there is a longstanding tension between data collection methods that facilitate quantification and those that are open to unanticipated information. Advances in technology now enable new, hybrid methods that combine…

Applications · Statistics 2014-10-03 Matthew J. Salganik , Karen E. C. Levy

Nowadays, thanks to Web 2.0 technologies, people have the possibility to generate and spread contents on different social media in a very easy way. In this context, the evaluation of the quality of the information that is available online…

Computation and Language · Computer Science 2018-12-10 Elias Bassani , Marco Viviani

We present CoDEx, a set of knowledge graph completion datasets extracted from Wikidata and Wikipedia that improve upon existing knowledge graph completion benchmarks in scope and level of difficulty. In terms of scope, CoDEx comprises three…

Computation and Language · Computer Science 2020-10-07 Tara Safavi , Danai Koutra

We present a novel human annotated dataset for evaluating the ability for visual-language models to generate both short and long descriptions for real-world video clips, termed DeVAn (Dense Video Annotation). The dataset contains 8.5K…

Computer Vision and Pattern Recognition · Computer Science 2024-08-12 Tingkai Liu , Yunzhe Tao , Haogeng Liu , Qihang Fan , Ding Zhou , Huaibo Huang , Ran He , Hongxia Yang

Encyclopedic queries express the intent of obtaining information typically available in encyclopedias, such as biographical, geographical or historical facts. In this paper, we train a classifier for detecting the encyclopedic intent of web…

Information Retrieval · Computer Science 2015-12-01 Pedro Saleiro , Luís Sarmento

Writing a survey paper on one research topic usually needs to cover the salient content from numerous related papers, which can be modeled as a multi-document summarization (MDS) task. Existing MDS datasets usually focus on producing the…

Computation and Language · Computer Science 2023-02-10 Shuaiqi Liu , Jiannong Cao , Ruosong Yang , Zhiyuan Wen

Modern multi-document summarization (MDS) methods are based on transformer architectures. They generate state of the art summaries, but lack explainability. We focus on graph-based transformer models for MDS as they gained recent…

Computation and Language · Computer Science 2022-12-08 M. Lautaro Hickmann , Fabian Wurzberger , Megi Hoxhalli , Arne Lochner , Jessica Töllich , Ansgar Scherp

As the number of published scholarly articles grows steadily each year, new methods are needed to organize scholarly knowledge so that it can be more efficiently discovered and used. Natural Language Processing (NLP) techniques are able to…

Digital Libraries · Computer Science 2022-05-11 Allard Oelen , Markus Stocker , Sören Auer

Visual Question Answering (VQA) benchmarks have largely emphasized perception-based tasks that can be solved from visual content alone. In contrast, many real-world scenarios require external knowledge that is not directly observable in the…

Computer Vision and Pattern Recognition · Computer Science 2026-05-21 Basel Shbita , Pengyuan Li , Anna Lisa Gentile

Wikidata, like Wikipedia, is a knowledge base that anyone can edit. This open collaboration model is powerful in that it reduces barriers to participation and allows a large number of people to contribute. However, it exposes the knowledge…

Information Retrieval · Computer Science 2017-03-14 Amir Sarabadani , Aaron Halfaker , Dario Taraborelli

Analogical reasoning methods have been built over various resources, including commonsense knowledge bases, lexical resources, language models, or their combination. While the wide coverage of knowledge about entities and events make…

Artificial Intelligence · Computer Science 2022-10-04 Filip Ilievski , Jay Pujara , Kartik Shenoy

Wikipedia is the world's largest online encyclopedia, but maintaining article quality through collaboration is challenging. Wikipedia designed a quality scale, but with such a manual assessment process, many articles remain unassessed. We…

Computation and Language · Computer Science 2023-10-04 Pedro Miguel Moás , Carla Teixeira Lopes

In the past decade, the DBpedia community has put significant amount of effort on developing technical infrastructure and methods for efficient extraction of structured information from Wikipedia. These efforts have been primarily focused…

Computation and Language · Computer Science 2018-12-27 Milan Dojchinovski , Julio Hernandez , Markus Ackermann , Amit Kirschenbaum , Sebastian Hellmann

News agencies produce thousands of multimedia stories describing events happening in the world that are either scheduled such as sports competitions, political summits and elections, or breaking events such as military conflicts, terrorist…

Computation and Language · Computer Science 2019-04-12 Charlotte Rudnik , Thibault Ehrhart , Olivier Ferret , Denis Teyssou , Raphaël Troncy , Xavier Tannier