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The rapid evolution of Large Language Models (LLMs) highlights the necessity for ethical considerations and data integrity in AI development, particularly emphasizing the role of FAIR (Findable, Accessible, Interoperable, Reusable) data…

Computation and Language · Computer Science 2024-04-04 Shaina Raza , Shardul Ghuge , Chen Ding , Elham Dolatabadi , Deval Pandya

Data-intensive science communities are progressively adopting FAIR practices that enhance the visibility of scientific breakthroughs and enable reuse. At the core of this movement, research objects contain and describe scientific…

Quality assessment of Research Software Engineering (RSE) plays an important role in all scientific fields. From the canonical three criteria (reliability, validity, and objectivity) previous research has focussed on reliability and the…

Software Engineering · Computer Science 2026-03-17 Julian Dehne

It is challenging to determine whether datasets are findable, accessible, interoperable, and reusable (FAIR) because the FAIR Guiding Principles refer to highly idiosyncratic criteria regarding the metadata used to annotate datasets.…

Digital Libraries · Computer Science 2022-10-17 Mark A. Musen , Martin J. O'Connor , Erik Schultes , Marcos Martinez-Romero , Josef Hardi , John Graybeal

High Performance Computing (HPC) centers provide advanced infrastructure that enables scientific research at extreme scale. These centers operate with hardware configurations, software environments, and security requirements that differ…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-03 Sean R. Wilkinson , Patrick Widener , Sarp Oral , Rafael Ferreira da Silva

Recent trends within computational and data sciences show an increasing recognition and adoption of computational workflows as tools for productivity and reproducibility that also democratize access to platforms and processing know-how. As…

The development of a knowledge repository for climate science data is a multidisciplinary effort between the domain experts (climate scientists), data engineers whos skills include design and building a knowledge repository, and machine…

Digital Libraries · Computer Science 2023-04-13 Mark Roantree , Branislava Lalic , Stevan Savic , Dragan Milosevic , Michael Scriney

With the emerging needs of creating fairness-aware solutions for search and recommendation systems, a daunting challenge exists of evaluating such solutions. While many of the traditional information retrieval (IR) metrics can capture the…

Information Retrieval · Computer Science 2022-03-31 Ruoyuan Gao , Yingqiang Ge , Chirag Shah

The FAIR (Findable, Accessible, Interoperable, and Reusable) data principles [1] promote the interoperability of scientific data by encouraging the use of persistent identifiers, standardized vocabularies, and formal metadata structures.…

In the ever-changing realm of research software development, it is crucial for the scientific community to grasp current trends to identify gaps that can potentially hinder scientific progress. The adherence to the FAIR (Findable,…

Software Engineering · Computer Science 2025-10-08 Eva Martín del Pico , Josep Lluís Gelpí , Salvador Capella-Gutiérrez

Scientists strive to make their datasets available in open repositories, with the goal that they be findable, accessible, interoperable, and reusable (FAIR). Although it is hard for most investigators to remember all the guiding principles…

Digital Libraries · Computer Science 2025-07-31 Mark A. Musen , Martin J. O'Connor , Josef Hardi , Marcos Martinez-Romero

In recent years, digital object management practices to support findability, accessibility, interoperability, and reusability (FAIR) have begun to be adopted across a number of data-intensive scientific disciplines. These digital objects…

High Energy Physics - Experiment · Physics 2022-11-29 Avik Roy

A concise and measurable set of FAIR (Findable, Accessible, Interoperable and Reusable) principles for scientific data is transforming the state-of-practice for data management and stewardship, supporting and enabling discovery and…

Artificial Intelligence · Computer Science 2023-08-21 Nikil Ravi , Pranshu Chaturvedi , E. A. Huerta , Zhengchun Liu , Ryan Chard , Aristana Scourtas , K. J. Schmidt , Kyle Chard , Ben Blaiszik , Ian Foster

To enable the reusability of massive scientific datasets by humans and machines, researchers aim to adhere to the principles of findability, accessibility, interoperability, and reusability (FAIR) for data and artificial intelligence (AI)…

Research software is an integral part of most research today and it is widely accepted that research software artifacts should be accessible and reproducible. However, the sustainable archival of research software artifacts is an ongoing…

High Performance Computing (HPC) centers provide resources to users who require greater scale to "get science done". They deploy infrastructure with singular hardware architectures, cutting-edge software environments, and stricter security…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-22 Sean R. Wilkinson , Patrick Widener

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

Context: Fairness in systems has emerged as a critical concern in software engineering, garnering increasing attention as the field has advanced in recent years. While several guidelines have been proposed to address fairness, achieving a…

Software Engineering · Computer Science 2026-01-01 Kessia Nepomuceno , Fabio Petrillo