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Retrieval Augmented Generation (RAG) is widely employed to ground responses to queries on domain-specific documents. But do RAG implementations leave out important information when answering queries that need an integrated analysis of…

Information Retrieval · Computer Science 2025-01-24 Jingwei Ni , Tobias Schimanski , Meihong Lin , Mrinmaya Sachan , Elliott Ash , Markus Leippold

Standing at the forefront of knowledge dissemination, digital libraries curate vast collections of scientific literature. However, these scholarly writings are often laden with jargon and tailored for domain experts rather than the general…

Computation and Language · Computer Science 2024-08-08 Haining Wang , Jason Clark

In today's globalized world, bridging the cultural divide is more critical than ever for forging meaningful connections. The Socially-Aware Dialogue Assistant System (SADAS) is our answer to this global challenge, and it's designed to…

Scientific research is a key input into technological innovation, yet not all scientific knowledge is equally mobilized in patents. This paper examines how different scientific publishing models shape both the selection of scientific…

Digital Libraries · Computer Science 2026-04-09 Abdelghani Maddi , Chongjun Xi , Xiaoting Chen , Isabelle Dorsch , Marc-André Simard

Reproducible computational research (RCR) is the keystone of the scientific method for in silico analyses, packaging the transformation of raw data to published results. In addition to its role in research integrity, RCR has the capacity to…

Digital Libraries · Computer Science 2021-04-20 Jeremy Leipzig , Daniel Nüst , Charles Tapley Hoyt , Stian Soiland-Reyes , Karthik Ram , Jane Greenberg

This paper surveys the current state of the art in document automation (DA). The objective of DA is to reduce the manual effort during the generation of documents by automatically integrating input from different sources and assembling…

Computation and Language · Computer Science 2021-09-27 Mohammad Ahmadi Achachlouei , Omkar Patil , Tarun Joshi , Vijayan N. Nair

Despite the integration of search tools, Deep Search Agents often suffer from a misalignment between reasoning-driven queries and the underlying web indexing structures. Existing frameworks treat the search engine as a static utility,…

Machine Learning · Computer Science 2026-03-10 Zixuan Yu , Zhenheng Tang , Tongliang Liu , Chengqi Zhang , Xiaowen Chu , Bo Han

A significant part of the largest Knowledge Graph today, the Linked Open Data cloud, consists of metadata about documents such as publications, news reports, and other media articles. While the widespread access to the document metadata is…

Digital Libraries · Computer Science 2017-09-28 Lukas Galke , Florian Mai , Alan Schelten , Dennis Brunsch , Ansgar Scherp

With the mainstream adoption of references to datasets in astronomical manuscripts, researchers today are able to provide direct links from their papers to the original data that were used in their study. Following a process similar to the…

Astrophysics · Physics 2007-05-23 Alberto Accomazzi , Guenther Eichhorn , Arnold Rots

Algorithmic decision support (ADS), using Machine-Learning-based AI, is becoming a major part of many processes. Organizations introduce ADS to improve decision-making and use available data, thereby possibly limiting deviations from the…

Human-Computer Interaction · Computer Science 2024-09-12 Joachim Meyer

Scientific contributions are a direct reflection of a research paper's value, illustrating its impact on existing theories or practices. Existing measurement methods assess contributions based on the authors' perceived or self-identified…

Digital Libraries · Computer Science 2024-10-18 Liyue Chen , Jielan Ding , Donghuan Song , Zihao Qu

This article describes the motivation, design, and progress of the Journal of Open Source Software (JOSS). JOSS is a free and open-access journal that publishes articles describing research software. It has the dual goals of improving the…

With the growth of the open-source data science community, both the number of data science libraries and the number of versions for the same library are increasing rapidly. To match the evolving APIs from those libraries, open-source…

Software Engineering · Computer Science 2021-02-16 Ansong Ni , Daniel Ramos , Aidan Yang , Inês Lynce , Vasco Manquinho , Ruben Martins , Claire Le Goues

In 2010, the concept of data lake emerged as an alternative to data warehouses for big data management. Data lakes follow a schema-on-read approach to provide rich and flexible analyses. However, although trendy in both the industry and…

Databases · Computer Science 2021-09-06 Pegdwendé Sawadogo , Jérôme Darmont , Camille Noûs

The discoverability, attribution, and reusability of open research software are often hindered by its obscurity within academic manuscripts. To address this, the SoFAIR project (2024-2025) introduces a comprehensive workflow leveraging…

Software Engineering · Computer Science 2025-08-05 Matteo Cancellieri , Martin Docekal , David Pride , Morane Gruenpeter , David Douard , Petr Knoth

We present the Dayton Annotated LiDAR Earth Scan (DALES) data set, a new large-scale aerial LiDAR data set with over a half-billion hand-labeled points spanning 10 square kilometers of area and eight object categories. Large annotated point…

Computer Vision and Pattern Recognition · Computer Science 2020-04-28 Nina Varney , Vijayan K. Asari , Quinn Graehling

The powerful discovery capabilities available in the ADS bibliographic services are possible thanks to the design of a flexible search and retrieval system based on a relational database model. Bibliographic records are stored as a corpus…

Astrophysics · Physics 2009-10-31 A. Accomazzi , G. Eichhorn , M. J. Kurtz , C. S. Grant , S. S. Murray

Open Science, Reproducible Research, Findable, Accessible, Interoperable and Reusable (FAIR) data principles are long term goals for scientific dissemination. However, the implementation of these principles calls for a reinspection of our…

Digital Libraries · Computer Science 2021-03-11 Cristel Chandre , Jonathan Dubois

Shared tasks are powerful tools for advancing research through community-based standardised evaluation. As such, they play a key role in promoting findable, accessible, interoperable, and reusable (FAIR), as well as transparent and…

A flexible and highly-extensible data assimilation testing suite, named DATeS, is described in this paper. DATeS aims to offer a unified testing environment that allows researchers to compare different data assimilation methodologies and…

Mathematical Software · Computer Science 2018-07-03 Ahmed Attia , Adrian Sandu