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Sections are the building blocks of Wikipedia articles. They enhance readability and can be used as a structured entry point for creating and expanding articles. Structuring a new or already existing Wikipedia article with sections is a…

Information Retrieval · Computer Science 2018-05-07 Tiziano Piccardi , Michele Catasta , Leila Zia , Robert West

Sentence fusion is the task of joining several independent sentences into a single coherent text. Current datasets for sentence fusion are small and insufficient for training modern neural models. In this paper, we propose a method for…

Computation and Language · Computer Science 2019-03-19 Mor Geva , Eric Malmi , Idan Szpektor , Jonathan Berant

Keyphrase is an efficient representation of the main idea of documents. While background knowledge can provide valuable information about documents, they are rarely incorporated in keyphrase extraction methods. In this paper, we propose…

Computation and Language · Computer Science 2018-03-28 Yang Yu , Vincent Ng

Text Simplification improves the readability of sentences through several rewriting transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification systems are predominantly sequence-to-sequence models that…

Computation and Language · Computer Science 2021-04-16 Mounica Maddela , Fernando Alva-Manchego , Wei Xu

In order to simplify a sentence, human editors perform multiple rewriting transformations: they split it into several shorter sentences, paraphrase words (i.e. replacing complex words or phrases by simpler synonyms), reorder components,…

Computation and Language · Computer Science 2020-05-04 Fernando Alva-Manchego , Louis Martin , Antoine Bordes , Carolina Scarton , Benoît Sagot , Lucia Specia

News article revision histories provide clues to narrative and factual evolution in news articles. To facilitate analysis of this evolution, we present the first publicly available dataset of news revision histories, NewsEdits. Our dataset…

Computation and Language · Computer Science 2022-06-16 Alexander Spangher , Xiang Ren , Jonathan May , Nanyun Peng

We investigate the generation of one-sentence Wikipedia biographies from facts derived from Wikidata slot-value pairs. We train a recurrent neural network sequence-to-sequence model with attention to select facts and generate textual…

Computation and Language · Computer Science 2017-02-22 Andrew Chisholm , Will Radford , Ben Hachey

Keyphrase extraction is the task of extracting a small set of phrases that best describe a document. Most existing benchmark datasets for the task typically have limited numbers of annotated documents, making it challenging to train…

Computation and Language · Computer Science 2020-10-26 Tuan Manh Lai , Trung Bui , Doo Soon Kim , Quan Hung Tran

We release a corpus of 43 million atomic edits across 8 languages. These edits are mined from Wikipedia edit history and consist of instances in which a human editor has inserted a single contiguous phrase into, or deleted a single…

Computation and Language · Computer Science 2018-08-29 Manaal Faruqui , Ellie Pavlick , Ian Tenney , Dipanjan Das

Online encyclopedia such as Wikipedia has become one of the best sources of knowledge. Much effort has been devoted to expanding and enriching the structured data by automatic information extraction from unstructured text in Wikipedia.…

Information Retrieval · Computer Science 2014-06-26 Kezun Zhang , Yanghua Xiao , Hanghang Tong , Haixun Wang , Wei Wang

In this work, we focus on sentence splitting, a subfield of text simplification, motivated largely by an unproven idea that if you divide a sentence in pieces, it should become easier to understand. Our primary goal in this paper is to find…

Computation and Language · Computer Science 2023-02-03 Tadashi Nomoto

Wikipedia is a free Internet encyclopedia with an enormous amount of content. This encyclopedia is written by volunteers with various backgrounds in a collective fashion; anyone can access and edit most of the articles. This open-editing…

Physics and Society · Physics 2016-01-26 Jinhyuk Yun , Sang Hoon Lee , Hawoong Jeong

We present a new dataset of Wikipedia articles each paired with a knowledge graph, to facilitate the research in conditional text generation, graph generation and graph representation learning. Existing graph-text paired datasets typically…

Computation and Language · Computer Science 2021-07-21 Luyu Wang , Yujia Li , Ozlem Aslan , Oriol Vinyals

"Keyword Extraction" refers to the task of automatically identifying the most relevant and informative phrases in natural language text. As we are deluged with large amounts of text data in many different forms and content - emails, blogs,…

Computation and Language · Computer Science 2019-08-22 Shibamouli Lahiri

Wikipedia can easily be justified as a behemoth, considering the sheer volume of content that is added or removed every minute to its several projects. This creates an immense scope, in the field of natural language processing towards…

Social and Information Networks · Computer Science 2019-06-12 Soumya Sarkar , Bhanu Prakash Reddy , Sandipan Sikdar , Animesh Mukherjee

Textual knowledge bases such as Wikipedia require considerable effort to keep up to date and consistent. While automated writing assistants could potentially ease this burden, the problem of suggesting edits grounded in external knowledge…

Computation and Language · Computer Science 2022-07-14 Robert L. Logan , Alexandre Passos , Sameer Singh , Ming-Wei Chang

This paper proposes to tackle open- domain question answering using Wikipedia as the unique knowledge source: the answer to any factoid question is a text span in a Wikipedia article. This task of machine reading at scale combines the…

Computation and Language · Computer Science 2017-05-01 Danqi Chen , Adam Fisch , Jason Weston , Antoine Bordes

References are an essential part of Wikipedia. Each statement in Wikipedia should be referenced. In this paper, we explore the creation and collection of references for new Wikipedia articles from an editors' perspective. We map out the…

Computation and Language · Computer Science 2021-03-05 Lucie-Aimée Kaffee , Hady Elsahar

Pagination - the process of determining where to break an article across pages in a multi-article layout is a common layout challenge for most commercially printed newspapers and magazines. To date, no one has created an algorithm that…

Computation and Language · Computer Science 2014-04-15 Joshua Hailpern , Niranjan Damera Venkata , Marina Danilevsky

As free online encyclopedias with massive volumes of content, Wikipedia and Wikidata are key to many Natural Language Processing (NLP) tasks, such as information retrieval, knowledge base building, machine translation, text classification,…