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The task of fact-checking deals with assessing the veracity of factual claims based on credible evidence and background knowledge. In particular, scientific fact-checking is the variation of the task concerned with verifying claims rooted…

Computation and Language · Computer Science 2023-05-29 Juraj Vladika , Florian Matthes

With the increased interest in computational sciences, machine learning (ML), pattern recognition (PR) and big data, governmental agencies, academia and manufacturers are overwhelmed by the constant influx of new algorithms and techniques…

Software Engineering · Computer Science 2017-07-28 André Anjos , Laurent El-Shafey , Sébastien Marcel

Over the past decade, a crisis of confidence in scientific literature has gained attention, particularly in the West. In response, we have seen changes in policy and practice amongst individual researchers and institutions. Greater…

Human-Computer Interaction · Computer Science 2024-09-17 Tatiana Chakravorti , Chuhao Wu , Sai Koneru , Sarah Rajtmajer

Reproducibility has been consistently identified as an important component of scientific research. Although there is a general consensus on the importance of reproducibility along with the other commonly used 'R' terminology (i.e.,…

Information Theory · Computer Science 2020-12-29 Anirudh Prabhu , Peter Fox

One of the challenges in machine learning research is to ensure that presented and published results are sound and reliable. Reproducibility, that is obtaining similar results as presented in a paper or talk, using the same code and data…

Collaborations are an integral part of scientific research and publishing. In the past, access to large-scale corpora has limited the ways in which questions about collaborations could be investigated. However, with improvements in…

Social and Information Networks · Computer Science 2018-09-13 Lovenoor Aulck , Kishore Vasan , Jevin West

Background: The software engineering community has increasingly conducted systematic literature reviews (SLR) as a means to summarize evidence from different studies and bring to light the state of the art of a given research topic. While…

Scientific writing builds upon already published papers. Manual identification of publications to read, cite or consider as related papers relies on a researcher's ability to identify fitting keywords or initial papers from which a…

Digital Libraries · Computer Science 2022-09-08 Christin Katharina Kreutz , Ralf Schenkel

Researchers and students face an explosion of newly published papers which may be relevant to their work. This led to a trend of sharing human summaries of scientific papers. We analyze the summaries shared in one of these platforms…

Computation and Language · Computer Science 2020-02-11 Odellia Boni , Guy Feigenblat , Doron Cohen , Haggai Roitman , David Konopnicki

Scientific article summarization is challenging: large, annotated corpora are not available, and the summary should ideally include the article's impacts on research community. This paper provides novel solutions to these two challenges. We…

Computation and Language · Computer Science 2019-09-17 Michihiro Yasunaga , Jungo Kasai , Rui Zhang , Alexander R. Fabbri , Irene Li , Dan Friedman , Dragomir R. Radev

The crisis in the reproducibility of experiments invites a re-evaluation of methods of inquiry and validation procedures. The text challenges current assumptions of knowledge acquisition and introduces G-complexity for defining decidable…

Other Quantitative Biology · Quantitative Biology 2016-12-09 Mihai Nadin

The sharing and citation of research data is becoming increasingly recognized as an essential building block in scientific research across various fields and disciplines. Sharing research data allows other researchers to reproduce results,…

Digital Libraries · Computer Science 2023-09-22 Tim Conrad , Eloi Ferrer , Daniel Mietchen , Larissa Pusch , Johannes Stegmuller , Moritz Schubotz

The scientific world is becoming more open to the public and fellow researchers. Open access publishing is becoming accepted, even if some publishers are resisting. The next step is the open code and data paradigm, which was briefly…

Signal Processing · Electrical Eng. & Systems 2019-05-03 Emil Björnson

The rapidly growing volume of scientific publications offers an interesting challenge for research on methods for analyzing the authorship of documents with one or more authors. However, most existing datasets lack scientific documents or…

Computation and Language · Computer Science 2023-05-11 Janek Bevendorff , Philipp Sauer , Lukas Gienapp , Wolfgang Kircheis , Erik Körner , Benno Stein , Martin Potthast

Computational tools for data analysis are being released daily on repositories such as the Comprehensive R Archive Network. How we integrate these tools to solve a problem in research is increasingly complex and requiring frequent updates.…

Other Statistics · Statistics 2019-10-17 Charles T. Gray

The quality of scientific code is a critical concern for the research community. Poorly written code can result in irreproducible results, incorrect findings, and slower scientific progress. In this study, we evaluate scientific code…

Software Engineering · Computer Science 2026-03-25 Shun Kashiwa , Ayla Kurdak , Savitha Ravi , Ridhi Srikanth , Angel Thakur , Sonia Chandra , Jonathan Truong , Michael Coblenz

Although reproducibility is a core tenet of the scientific method, it remains challenging to reproduce many results. Surprisingly, this also holds true for computational results in domains such as systems biology where there have been…

Quantitative Methods · Quantitative Biology 2021-04-13 Michael L. Blinov , John H. Gennari , Jonathan R. Karr , Ion I. Moraru , David P. Nickerson , Herbert M. Sauro

Attempts to understand the consequence of any individual scientist's activity within the long-term trajectory of science is one of the most difficult questions within the philosophy of science. Because scientific publications play such as…

Information Retrieval · Computer Science 2007-05-23 Richard K. Belew

Creativity is one of the driving forces of human kind as it allows to break current understanding to envision new ideas, which may revolutionize entire fields of knowledge. Scientific research offers a challenging environment where to learn…

Computation and Language · Computer Science 2020-03-12 Fabio Massimo Zanzotto , Viviana Bono , Paola Vocca , Andrea Santilli , Danilo Croce , Giorgio Gambosi , Roberto Basili