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NFDI4DS

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Paper

2025-02-01
11 min read

Find our paper we published at different venues.

2025

Type Title Year URL / DOI
conference paper Research Knowledge Graphs: the Shifting Paradigm of Scholarly Information Representation 2025 https://doi.org/10.1007/978-3-031-94578-6_8
report Identification of core elements for a machine-actionable Data Management Plan metadata schema in the NFDI 2025 https://doi.org/10.5281/zenodo.15130044
conference paper How are NFDI consortia using Knowledge Graphs?: An overview of common functions and challenges by the Working Group “Knowledge Graphs” 2025
conference paper Bridge-Generate: Scholarly Hybrid Question Answering 2025 https://dl.acm.org/doi/10.1145/3701716.3715459
conference paper NFDI4DSO Version 2.0.0: A BFO Compliant Ontology for Data Science 2025
conference paper Building Bridges through Metadata within the NFDI 2025
conference paper “Research Knowledge Graphs in NFDI4DataScience: Key Activities, Achievements, and Future Directions” 2025
conference paper NFDI4DS Shared Tasks for Scholarly Document Processing 2025
preprint Social Bias in Popular Question-Answering Benchmarks 2025 https://arxiv.org/abs/2505.15553
conference paper From Normal to Optimal: Investigating Metabolic and Inflammatory Parameters as Predictors of Survival in Locally Advanced Cervical Cancer 2025 https://ebooks.iospress.nl/doi/10.3233/SHTI250402
conference paper Seamless Transitions: A Comprehensive Review of Live Migration Technologies 2025
conference poster KEENsight: Cloud based Collaborative Environment for Machine Learning Development 2025 https://doi.org/10.5281/zenodo.14792404
workshop paper SciVQA 2025: Overview of the First Scientific Visual Question Answering Shared Task 2025
workshop paper Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data 2025
conference paper OntoAligner: A Comprehensive Modular and Robust Python Toolkit for Ontology Alignment 2025 https://doi.org/10.1007/978-3-031-94578-6_10
conference paper LLMs4SchemaDiscovery: A Human-in-the-Loop Workflow for Scientific Schema Mining with Large Language Models 2025 https://doi.org/10.1007/978-3-031-94578-6_14
academic proceedings Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining, WSDM 2025, Hannover, Germany, March 10-14, 2025. ACM 2025, ISBN 979-8-4007-1329-3 2025 https://dl.acm.org/doi/proceedings/10.1145/3701551
workshop paper The ClimateCheck Shared Task: Scientific Fact-Checking of Social Media Claims about Climate Change 2025 https://aclanthology.org/2025.sdp-1.24/
workshop paper The ClimateCheck Dataset: Mapping Social Media Claims About Climate Change to Corresponding Scholarly Articles 2025 https://aclanthology.org/2025.sdp-1.5/
journal article Towards Trustworthy AI in Healthcare: Epistemic Uncertainty Estimation for Clinical Decision Support 2025 https://doi.org/10.3390/jpm15020058
conference paper Knowledge Uncertainty Estimation for Reliable Clinical Decision Support: A Delirium Risk Prognosis Case Study 2025 http://dx.doi.org/10.3233/SHTI250192
journal article Federated Learning for Reproducible Research on Sensitive Medical Data 2025
journal article Best Practices in AI and Data Science Models Evaluation 2025
journal article Research Knowledge Graphs: the Shifting Paradigm of Scholarly Information Representation 2025 https://doi.org/10.1007/978-3-031-94578-6_8
journal article TeleScope: A Longitudinal Dataset for Investigating Online Discourse and Information Interaction on Telegram 2025 https://doi.org/10.1609/icwsm.v19i1.35945
journal article Limited Generalizability in Argument Mining: State-Of-The-Art Models Learn Datasets, Not Arguments 2025 https://arxiv.org/abs/2505.22137
journal article The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Extraction & Normalization, and Retrieval 2025 https://doi.org/10.1007/978-3-031-88720-8_68
journal article Checklists for Computational Reproducibility in Social Sciences: Insights from Literature and Survey Evaluation 2025
abstract Towards interoperability of DMPs among different services in Life Sciences 2025
abstract From Vision to Implementation: Current Practices and Challenges of Software Management Plans in Research 2025
abstract MLentory: NFDI4DS registry for machine learning models and related artifacts 2025
abstract FAIR4ML, a vocabulary to describe Machine/Deep Learning models 2025
abstract Use of webby FDOs in NFDI - Use cases in Biodiversity and Data Science 2025
abstract Towards Common Metadata For Research Software in the NFDI 2025
abstract Bioschemas and Schemas.science at NFDI 2025
workshop paper Implementing Webby FAIR Digital Objects in MLentory 2025
abstract In-silico protocols for reproducibility of machine learning approaches 2025
journal article Implicit versus explicit Bayesian priors for epistemic uncertainty estimation in clinical decision support 2025
white paper Collaborative work in NFDI (V3) 2025 https://zenodo.org/records/12819087
white paper Leistungsfähige Entscheidungsstrukturen für ein NFDI-Dienstportfolio - Impulse zu Kriterien, Entscheidungsverfahren und Portfoliomanagement 2025 https://doi.org/10.5281/zenodo.16356842
white paper Arbeitsplan 2025 der Taskforce Governance and Sustainability (TFGS) - Schritte zur Weiterentwicklung unserer NFDI 2025 https://doi.org/10.5281/zenodo.15181339
workshop paper RDI4DS: Research Data Infrastructures for Data Science and Artificial Intelligence 2025
workshop paper Research Knowledge Graphs in NFDI4DataScience: Key Activities, Achievements, and Future Directions 2025
workshop paper Let’s Talk About Research Software Competencies 2025
workshop paper Exploring the Impact of RDM Across Domains - Tales from the NFDI4DS Speedboat Projects 2025
white paper Towards an Overall Architecture for the NFDI 2025

2024

Type Title Year URL / DOI
conference paper A Large-Scale Knowledge Graph of Research Entities and Claims in Computer Science 2024 https://doi.org/10.1007/978-3-031-19433-7_39
preprint BioHackEU23 report: Enabling FAIR Digital Objects with RO-Crate, Signposting and Bioschemas 2024 https://doi.org/10.37044/osf.io/gmk2h
conference paper CLEF 2024 SimpleText Track: Improving Access to Scientific Texts for Everyone 2024 https://doi.org/10.1007/978-3-031-56072-9_4
preprint Converter: Enhancing Interoperability in Research Data Management 2024 https://doi.org/10.48550/arXiv.2404.13406
journal article Creating and validating a scholarly knowledge graph using natural language processing and microtask crowdsourcing 2024 https://doi.org/10.1007/s00799-023-00360-7
conference paper Designing a FAIRification game for Research Software 2024 https://doi.org/10.4126/FRL01-006473216
conference paper Early Multimodal Data Integration for Data-Driven Medical Research – A Scoping Review. 2024 https://doi.org/10.3233/shti240837
journal article Evaluating Large Language Models for Structured Science Summarization in the Open Research Knowledge Graph 2024 https://doi.org/10.3390/info15060328
conference paper Exploring Prompt Generation Utilizing Graph Search Algorithms for Ontology Matching 2024 https://doi.org/10.3233/SSW240003
working paper FAIR for Machine Learning Model: Principles and Assessment Metrics 2024 https://doi.org/10.5281/zenodo.13835105
preprint Falcon 7b for Software Mention Detection in Scholarly Documents 2024 https://doi.org/10.48550/arXiv.2405.08514
preprint FDO Manager: Minimum Viable FAIR Digital Object Implementation 2024 https://arxiv.org/abs/2402.03812
conference paper FoRC@NSLP2024: Overview and Insights from the Field of Research Classification Shared Task 2024 https://doi.org/10.1007/978-3-031-65794-8_12
conference paper FoRC4CL: A Fine-grained Field of Research Classification and Annotated Dataset of NLP Articles 2024 https://aclanthology.org/2024.lrec-main.651
conference paper Harmonizing Neuropathic Pain Research: Outcomes of the London Consensus Meeting on Peripheral Tissue Studies 2024 http://doi.org/10.1097/j.pain.0000000000003445
blog post Integrating BinderHub with JupyterHub: Empowering users to manage their own environments 2024 https://2i2c.org/blog/2024/jupyterhub-binderhub-gesis/
conference paper KEENsight: Cloud based Collaborative Environment for Streamlining Machine Learning Development 2024 https://doi.org/10.1109/IISA62523.2024.10786688
conference paper KG-EmpiRE: A Community-Maintainable Knowledge Graph for a Sustainable Literature Review on the State and Evolution of Empirical Research in Requirements Engineering 2024 https://doi.org/10.1109/RE59067.2024.00063
conference paper Knowledge injection for field of research classification and scholarly information processing 2024 https://doi.org/10.1007/978-3-031-65794-8_12
conference paper Knowledge-Enhanced Language Models Are Not Bias-Proof: Situated Knowledge and Epistemic Injustice in AI 2024 https://doi.org/10.1145/3630106.3658981
conference paper Large Language Models for Scientific Information Extraction: An Empirical Study for Virology 2024 https://aclanthology.org/2024.findings-eacl.26/
conference paper Leveraging Large Language Models for Realizing Truly Intelligent User Interfaces 2024 https://doi.org/10.1145/3613905.3650949
conference paper Linked Open Literature Review using the Neuro-symbolic Open Research Knowledge Graph 2024 https://doi.org/10.1145/3589335.3651238
preprint LLMs4OM: Matching Ontologies with Large Language Models 2024 https://doi.org/10.48550/arXiv.2404.10317
working paper Machine-actionable Software Management Plan Ontology (maSMP Ontology) 2024 https://doi.org/10.5281/zenodo.10582073
conference paper MLentory, an FDO registry for machine learning models - Poster 2024 https://doi.org/10.4126/FRL01-006473259
preprint NFDI4DSO: Towards a BFO Compliant Ontology for Data Science 2024 https://doi.org/10.48550/arXiv.2408.08698v1
preprint Organizing Scientific Knowledge From Energy System Research Using the Open Research Knowledge Graph 2024 https://doi.org/10.48550/arXiv.2401.13365
journal article ORKG-Leaderboards: a systematic workflow for mining leaderboards as a knowledge graph 2024 https://doi.org/10.1007/s00799-023-00366-1
conference paper Overview of the CLEF 2024 SimpleText Task 4: SOTA? Tracking the state-of-the-art in scholarly publications 2024 https://ceur-ws.org/Vol-3740/paper-308.pdf
conference paper Research Knowledge Graphs: the Shifting Paradigm of Scholarly Information Representation 2024
preprint Rethinking the production and publication of machine-reusable expressions of research findings 2024 https://doi.org/10.48550/arxiv.2405.13129
preprint Scholarly Question Answering using Large Language Models in the NFDI4DataScience Gateway 2024 https://doi.org/10.48550/arXiv.2406.07257
conference paper SOMD@NSLP2024: Overview and Insights from the Software Mention Detection Shared Task 2024 https://doi.org/10.1007/978-3-031-65794-8_17
conference paper Surveying the FAIRness of Annotation Tools: Difficult to find, difficult to reuse 2024 https://aclanthology.org/2024.law-1.4
conference paper TextGraphs 2024 shared task on text-graph representations for knowledge graph question answering 2024 https://aclanthology.org/2024.textgraphs-1.9
journal article The dblp Knowledge Graph and SPARQL Endpoint 2024 https://doi.org/10.4230/TGDK.2.2.3
conference paper Understanding Open Source Large Language Models: An Exploratory Study 2024 http://doi.org/10.1109/FLLM63129.2024.10852438
conference paper Towards a Novel Classification of Table Types in Scholarly Publications. 2024 https://doi.org/10.1007/978-3-031-65794-8_3
conference paper Towards Trustworthy Dataset Distillation: A Benchmark of Privacy, Fairness and Robustness 2024 https://doi.org/10.1109/IJCNN60899.2024.10650522
conference paper Truth or Dare: Investigating Claims Truthfulness with ClaimsKG 2024 https://ceur-ws.org/Vol-3401/paper7.pdf
working paper Usage guidance (aka profiles) for the machine-actionable Software Management Plan Ontology 2024 https://doi.org/10.5281/zenodo.10582121
book Workshop on Natural Scientific Language Processing 2024 (NSLP 2024) 2024 https://link.springer.com/book/9783031657931
journal article Large Language Models for Literature Reviews - An Exemplary Comparison of LLM-based Approaches with Manual Methods 2024 https://doi.org/10.1109/FLLM63129.2024.10852447
journal article Exploration of Hugging Face Models by Heterogeneous Information Network and Linking Across Scholarly Repositories 2024 https://doi.org/10.1007/
journal article Dissecting Paraphrases: The Impact of Prompt Syntax and supplementary Information on Knowledge Retrieval from Pretrained Language Models 2024 https://aclanthology.org/2024.naacl-long.201/
preprint Hidden Entity Detection from GitHub Leveraging Large Language Models 2024 https://arxiv.org/abs/2501.04455
conference paper Investigating Characteristics, Biases and Evolution of Fact-Checked Claims on the Web 2024 https://dl.acm.org/doi/10.1145/3648188.3675135
magazine article NFDI4DS: Forschungsdateninfrastruktur für Datenwissenschaften und künstliche Intelligenz 2024 https://dl.gi.de/items/ec67b303-f9fd-4a69-ab52-c480e4f87ceb
journal article The Design and Implementation of APLOS: An Automated PoLicy DOcument Summarisation System 2024 https://doi.org/10.1109/FLLM63129.2024.10852442

2023

Type Title Year URL / DOI
conference paper A Decentralised Persistent Identification Layer for DCAT Datasets 2023 https://doi.org/10.1145/3543873.3587589
working paper “FAIR-by-Design” Artifacts: Enriching Publications and Software with FAIR Scientific Information at the Time of Creation 2023 https://doi.org/10.5281/zenodo.8386042
conference paper 1st Scholarly QALD Challenge 2023 2023 https://ceur-ws.org/Vol-3592/
conference paper A Comparison of Vector-based Approaches for Document Similarity Using the RELISH Corpus 2023 https://ceur-ws.org/Vol-3466/
conference paper A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets 2023 https://aclanthology.org/2023.findings-emnlp.548/
conference paper A Structure and Content Prompt-based Method for Knowledge Graph Question Answering over Scholarly Data 2023 https://ceur-ws.org/Vol-3592/
conference paper An Extensive Methodology and Framework for Quality Assessment of DCAT-AP Datasets 2023 https://doi.org/10.1007/978-3-031-41138-0_17
conference paper Base4NFDI – Basic Services for NFDI: Creating NFDI-wide basic services in a world of specific domains 2023 https://doi.org/10.52825/cordi.v1i.336
conference paper BERTologyNavigator: Advanced Question Answering with BERT-based Semantics 2023 https://ceur-ws.org/Vol-3592/
conference paper Community and Training in NFDI4DS 2023 https://doi.org/10.18420/inf2023_101
conference paper DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph 2023 https://ceur-ws.org/Vol-3617/
conference paper DBLPLink: An Entity Linker for the DBLP Scholarly Knowledge Graph 2023 https://ceur-ws.org/Vol-3632/
conference paper Describing and Organizing Semantic Web and Machine Learning Systems in the SWeMLS-KG 2023 https://doi.org/10.1007/978-3-031-33455-9_22
conference paper Divide and Conquer the EmpiRE: A Community-Maintainable Knowledge Graph of Empirical Research in Requirements Engineering 2023 https://doi.org/10.1109/ESEM56168.2023.10304795
conference paper Enhancing Reproducibility in Research through FAIR Digital Objects 2023 https://doi.org/10.52825/cordi.v1i.406
journal article FAIREST: A Framework for Assessing Research Repositories 2023 https://doi.org/10.1162/dint_a_00159
working paper Five Minutes to Write a Software Management Plan – A Machine-actionable Approach to Simplify the Creation of SMPs 2023 https://doi.org/10.5281/zenodo.10374839
preprint Foundational Competencies and Responsibilities of a Research Software Engineer 2023 https://doi.org/10.48550/arXiv.2311.11457
conference paper GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answering 2023 https://doi.org/10.1007/978-3-031-33455-9_17
conference paper GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets 2023 https://aclanthology.org/2023.findings-emnlp.548
conference paper Harmonising, Harvesting, and Searching Metadata across a Repository Federation 2023 https://doi.org/10.52825/cordi.v1i.202
journal article Impact of COVID-19 research: a study on predicting influential scholarly documents using machine learning and a domain-independent knowledge graph 2023 https://doi.org/10.1186/s13326-023-00298-4
conference paper Increasing Reproducibility in Science by Interlinking Semantic Artifact Descriptions in a Knowledge Graph 2023 https://doi.org/10.15488/16377
conference paper Knowledge Graph based RDM Solutions - NFDI4Culture - NFDI-MatWerk - NFDI4DataScience 2023 https://doi.org/10.52825/cordi.v1i.371
conference paper Leveraging LLMs in Scholarly Knowledge Graph Question Answering 2023 https://ceur-ws.org/Vol-3592/
working paper Lifecycle for FAIR Machine Learning 2023 https://doi.org/10.5281/zenodo.10407265
conference paper LLMs4OL: Large Language Models for Ontology Learning 2023 https://doi.org/10.1007/978-3-031-47240-4_22
conference paper Machine-Actionable Metadata for Software and Software Management Plans for NFDI. 2023 https://orcid.org/0009-0001-4364-9243
conference paper NFDI4DS - NFDI for Data Science and Artificial Intelligence 2023 https://doi.org/10.11588/heibooks.1288
conference paper NFDI4DS at a Glance 2023 https://doi.org/10.18420/inf2023_100
conference paper NFDI4DS Gateway and Portal 2023 https://doi.org/10.52825/CoRDI.v1i.391
conference paper NFDI4DS Infrastructure and Services 2023 https://doi.org/10.18420/inf2023_103
conference paper NFDI4DS Shared Tasks 2023 https://doi.org/10.18420/inf2023_105
conference paper NFDI4DS Transfer and Application 2023 https://doi.org/10.18420/inf2023_104
conference paper Open Science Best Practices in Data Science and Artificial Intelligence 2023 https://doi.org/10.52825/cordi.v1i.299
conference paper Organizing Scholarly Knowledge in the Open Research Knowledge Graph An Open-Science Platform for FAIR Scholarly Knowledge 2023 https://doi.org/10.52825/cordi.v1i.272
conference paper PADME-SoSci: A Platform for Analytics and Distributed Machine Learning for the Social Sciences 2023 https://doi.org/10.1109/JCDL57899.2023.00047
conference paper PIDs in the Natural Sciences 2023 https://doi.org/10.52825/cordi.v1i.361
journal article QALD-10 - The 10th Challenge on Question Answering over Linked Data 2023 https://www.semantic-web-journal.net/system/files/swj3471.pdf
conference paper Research data without borders: How the sections of the NFDI work on cross-cutting topics across disciplines and consortia 2023 https://doi.org/10.1109/JCDL57899.2023.00078
conference paper Research Knowledge Graphs in NFDI4DS 2023 https://doi.org/10.18420/inf2023_102
conference paper RO-Crates Meets FAIR Digital Objects 2023 https://doi.org/10.52825/cordi.v1i.396
working paper Schema.org as a Lightweight Harmonization Approach for NFDI 2023 https://doi.org/10.5281/zenodo.8331236
conference paper Scholarly Knowledge Graph Construction from Published Software Packages 2023 https://doi.org/10.1007/978-981-99-8088-8_15
conference paper The Library of Babel as a Digital Library of Human Mistakes 2023 https://doi.org/10.1109/JCDL57899.2023.00062
journal article The SciQA Scientific Question Answering Benchmark for Scholarly Knowledge 2023 https://doi.org/10.1038/s41598-023-33607-z
conference paper Toward FAIR Semantic Publishing of Research Dataset Metadata in the Open Research Knowledge Graph 2023 https://hal.science/hal-04312604/document
conference paper Toward Semantic Publishing in Non-invasive Brain Stimulation: A Comprehensive Analysis of rTMS Studies 2023 https://doi.org/10.1007/978-981-99-8088-8_12
conference paper Towards a Decentralized Data Hub and Query System for Federated Dynamic Data Spaces 2023 https://doi.org/10.1145/3543873.3587646
conference paper Towards a Research Data Commons in the German National Research Data Infrastructure NFDI: Vision, Governance, Architecture 2023 https://doi.org/10.52825/cordi.v1i.355
working paper Who is using Knowledge Graphs in NFDI? An overview by the Working Group “Knowledge Graphs” 2023 https://doi.org/10.5281/zenodo.8332776
conference paper Zero-shot Entailment of Leaderboards for Empirical AI Research 2023 https://doi.org/10.1109/JCDL57899.2023.00042
white paper Whitepaper: Umgang mit Zielen der BLV als Grundlage für die Strukturevaluation 2023 https://doi.org/10.5281/zenodo.8191842

2022

Type Title Year URL / DOI
journal article A Translation Service for Open Data Portals 2022 https://doi.org/10.29379/jedem.v14i2.733
working paper Base4NFDI - Basic Services for NFDI 2022 https://doi.org/10.5281/zenodo.8329192
working paper GESIS Notebooks: Online Reproducible Computational Analysis for the Social Sciences 2022 https://doi.org/10.5281/zenodo.7362188
working paper NFDI4DataScience registry for reproducible Data Science and Artificial Intelligence 2022 https://doi.org/10.5281/zenodo.7129715
conference paper The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs 2022 https://aclanthology.org/2022.aacl-main.49/
conference paper Towards Building Live Open Scientific Knowledge Graphs 2022 https://doi.org/10.1145/3487553.3524624