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The race to train language models on vast, diverse, and inconsistently documented datasets has raised pressing concerns about the legal and ethical risks for practitioners. To remedy these practices threatening data transparency and…

Many modern NLP systems rely on word embeddings, previously trained in an unsupervised manner on large corpora, as base features. Efforts to obtain embeddings for larger chunks of text, such as sentences, have however not been so…

计算与语言 · 计算机科学 2018-07-10 Alexis Conneau , Douwe Kiela , Holger Schwenk , Loic Barrault , Antoine Bordes

Ascertaining the feasibility of independent falsification or repetition of published results is vital to the scientific process, and replication or reproduction experiments are routinely performed in many disciplines. Unfortunately, such…

数据库 · 计算机科学 2020-09-11 Dimitri Braininger , Wolfgang Mauerer , Stefanie Scherzinger

Knowledge bases provide applications with the benefit of easily accessible, systematic relational knowledge but often suffer in practice from their incompleteness and lack of knowledge of new entities and relations. Much work has focused on…

计算与语言 · 计算机科学 2013-03-19 Danqi Chen , Richard Socher , Christopher D. Manning , Andrew Y. Ng

Data Exchange is an old problem that was firstly studied from a theoretical point of view only in 2003. Since then many approaches were considered when it came to the language describing the relationship between the source and the target…

数据库 · 计算机科学 2016-05-10 Adrian Onet

Maintaining the integrity of long-term data collection is an essential scientific practice. As a field evolves, so too will that field's measurement instruments and data storage systems, as they are invented, improved upon, and made…

Statistical methods have been widely employed in many practical natural language processing applications. More specifically, complex networks concepts and methods from dynamical systems theory have been successfully applied to recognize…

计算与语言 · 计算机科学 2015-03-04 Diego R. Amancio

DocRED is a widely used dataset for document-level relation extraction. In the large-scale annotation, a \textit{recommend-revise} scheme is adopted to reduce the workload. Within this scheme, annotators are provided with candidate relation…

计算与语言 · 计算机科学 2022-04-19 Quzhe Huang , Shibo Hao , Yuan Ye , Shengqi Zhu , Yansong Feng , Dongyan Zhao

Text simplification is one of the domains in Natural Language Processing (NLP) that offers an opportunity to understand the text in a simplified manner for exploration. However, it is always hard to understand and retrieve knowledge from…

计算与语言 · 计算机科学 2023-04-18 Muhammad Salman , Armin Haller , Sergio J. Rodríguez Méndez

Nanopublications are a concept to represent Linked Data in a granular and provenance-aware manner, which has been successfully applied to a number of scientific datasets. We demonstrated in previous work how we can establish reliable and…

数字图书馆 · 计算机科学 2017-08-31 Tobias Kuhn , Egon Willighagen , Chris Evelo , Núria Queralt-Rosinach , Emilio Centeno , Laura I. Furlong

Unstructured text data annotation is foundational to management research. LLMs offer a cost-effective and scalable alternative to human annotation, but they introduce a novel challenge: the annotator itself can be retired. Proprietary…

计算与语言 · 计算机科学 2026-05-13 Xiang Cheng , Raveesh Mayya , João Sedoc

Provenance in scientific workflows is essential for understand- ing and reproducing processes, while in business processes, it can ensure compliance and correctness and facilitates process mining. However, the provenance of process…

密码学与安全 · 计算机科学 2025-10-08 Ludwig Stage , Mirela Riveni , Raimundas Matulevičius , Dimka Karastoyanova

Understanding software vulnerabilities and their resolutions is crucial for securing modern software systems. This study presents a novel traceability model that links a pair of sentences describing at least one of the three types of…

软件工程 · 计算机科学 2025-03-17 Amiao Gao , Zenong Zhang , Simin Wang , Liguo Huang , Shiyi Wei , Vincent Ng

Information systems experience an ever-growing volume of unstructured data, particularly in the form of textual materials. This represents a rich source of information from which one can create value for people, organizations and…

人工智能 · 计算机科学 2017-04-19 Nicolas Pröllochs , Stefan Feuerriegel , Dirk Neumann

Mentions of new concepts appear regularly in texts and require automated approaches to harvest and place them into Knowledge Bases (KB), e.g., ontologies and taxonomies. Existing datasets suffer from three issues, (i) mostly assuming that a…

计算与语言 · 计算机科学 2023-09-04 Hang Dong , Jiaoyan Chen , Yuan He , Ian Horrocks

Knowledge representation has gained in relevance as data from the ubiquitous digitization of behaviors amass and academia and industry seek methods to understand and reason about the information they encode. Success in this pursuit has…

计算机与社会 · 计算机科学 2018-11-21 Zachary A. Pardos , Andrew Joo Hun Nam

Argument mining is a core technology for automating argument search in large document collections. Despite its usefulness for this task, most current approaches to argument mining are designed for use only with specific text types and fall…

计算与语言 · 计算机科学 2018-02-19 Christian Stab , Tristan Miller , Iryna Gurevych

The translation of written language has been known since the 3rd century BC; however, its necessity has become increasingly common in the information age. Today, many translators exist, based on encoder-decoder deep architectures,…

计算与语言 · 计算机科学 2025-11-18 Ronit D. Gross , Yanir Harel , Ido Kanter

While annotated corpora are crucial in the field of natural language processing (NLP), those containing copyrighted material are difficult to exchange among researchers. Yet, such corpora are necessary to fully represent the diversity of…

计算与语言 · 计算机科学 2026-04-28 Arthur Amalvy , Vincent Labatut , Xavier Bost , Hen-Hsen Huang

In an effort to assist factcheckers in the process of factchecking, we tackle the claim detection task, one of the necessary stages prior to determining the veracity of a claim. It consists of identifying the set of sentences, out of a long…

计算与语言 · 计算机科学 2020-08-18 Lev Konstantinovskiy , Oliver Price , Mevan Babakar , Arkaitz Zubiaga