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Outcome

NFDI4DS outcome comprises scientific Paper, Talks, and Events.

Moreover, we provide Datasets (e.g. from our shared tasks), Code (e.g. from our tools and services) and Training Materials (e.g. from our video series) for our community.

All our outcome provided

  • adheres to scientific state-of-the-art practices
  • is high quality by practices and procedures as curation, review, verification and validation, and evaluation
  • is investigated on fairness and adheres to the GDPR and related regulations
Table of Contents

Paper

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 https://doi.org/10.5281/ZENODO.16736078
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 https://doi.org/10.5281/ZENODO.16736230
conference paper Building Bridges through Metadata within the NFDI 2025 https://doi.org/10.5281/ZENODO.16735956
conference paper “Research Knowledge Graphs in NFDI4DataScience: Key Activities, Achievements, and Future Directions” 2025 https://doi.org/10.18420/INF2025_102
conference paper NFDI4DS Shared Tasks for Scholarly Document Processing 2025 https://doi.org/10.18420/INF2025_103
preprint Social Bias in Popular Question-Answering Benchmarks 2025 https://aclanthology.org/2025.ijcnlp-long.79/
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 https://doi.org/10.48550/ARXIV.2512.10979
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 https://doi.org/10.18653/v1/2025.sdp-1.18
workshop paper Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data 2025 https://doi.org/10.18653/v1/2025.trl-1.10
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 https://doi.org/10.13140/RG.2.2.16989.32486
journal article Best Practices in AI and Data Science Models Evaluation 2025 https://doi.org/10.18420/INF2025_105
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 https://doi.org/10.1145/3736731.3746161
abstract Towards interoperability of DMPs among different services in Life Sciences 2025 https://doi.org/10.5281/zenodo.16735286
abstract From Vision to Implementation: Current Practices and Challenges of Software Management Plans in Research 2025 https://doi.org/10.5281/ZENODO.16735302
abstract MLentory: NFDI4DS registry for machine learning models and related artifacts 2025 https://doi.org/10.5281/ZENODO.16735316
abstract FAIR4ML, a vocabulary to describe Machine/Deep Learning models 2025 https://doi.org/10.5281/zenodo.16735334
abstract Use of webby FDOs in NFDI - Use cases in Biodiversity and Data Science 2025 https://doi.org/10.5281/ZENODO.16735336
abstract Towards Common Metadata For Research Software in the NFDI 2025 https://doi.org/10.5281/ZENODO.16735848
abstract Bioschemas and Schemas.science at NFDI 2025 https://doi.org/10.5281/ZENODO.16735850
workshop paper Implementing Webby FAIR Digital Objects in MLentory 2025 https://doi.org/10.18420/INF2025_104
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 https://doi.org/10.1371/journal.pdig.0000801
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 https://doi.org/10.18420/INF2025_101
workshop paper Research Knowledge Graphs in NFDI4DataScience: Key Activities, Achievements, and Future Directions 2025 https://doi.org/10.18420/INF2025_102
workshop paper Let’s Talk About Research Software Competencies 2025 https://doi.org/10.5281/ZENODO.16735846
workshop paper Exploring the Impact of RDM Across Domains - Tales from the NFDI4DS Speedboat Projects 2025 https://doi.org/10.5281/ZENODO.16735945
white paper Towards an Overall Architecture for the NFDI 2025 https://doi.org/10.5281/ZENODO.16736119

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 https://doi.org/10.1007/978-3-031-94578-6_8
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