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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

Code

Find our repositories with code, AI models, documentation and shared task information.

2025

Type Title Year URL / DOI
repository Algorithm2Domain 2025 https://github.com/BI-K/Algorithm2Domain
repository SciVQA 2025 https://github.com/esborisova/SciVQA
repository TableEval 2025 https://github.com/esborisova/TableEval-Study
repository ClimateCheck 2025 https://github.com/ryabhmd/climatecheck
repository Executable Analysis for the Jupyter4NFDI Survey 2025 https://github.com/gesiscss/Jupyter4NFDI_survey_results
repository GESIS KG Ontology 2025 https://doi.org/10.7802/2878
repository Joint Named Entity Recognition and Relation Extraction for Software Mentions (SOMD 2025) 2025 https://www.codabench.org/competitions/5840/
collection Methods Hub Methods 2025 https://methodshub.gesis.org/library
repository Claim Source Retrieval 2025 https://github.com/YSKartal/reference_disam
repository Fact-Checked Claim Retrieval 2025 https://github.com/BDA-KTS/claim_similarity_retrieval
repository Semantic Search Over Social Media Posts 2025 https://github.com/BDA-KTS/semantic-search-over_social-media-posts
repository SimBa 2025 https://github.com/BDA-KTS/detection-of-verified-claims
repository 4TCT: A 4chan Text Collection Tool 2025 https://github.com/BDA-KTS/4TCT
repository WideSky 2025 https://github.com/jhculb/WideSky
repository Text Preprocessing Tools 2025 https://github.com/Stephan-Linzbach/Text-Pre-Processing
repository Bridge-Generate: Scholarly Hybrid QA 2025 https://github.com/semantic-systems/shqa
repository HySQA: Hybrid Scholarly QA Baseline Model 2025 https://github.com/semantic-systems/hysqa
repository maSMP-metadata-extraction 2025 https://github.com/zbmed-semtec/maSMP-metadata-extraction
repository OntoClue Docker 2025 https://github.com/zbmed-semtec/ontoclue_docker

2024

Type Title Year URL / DOI
repository 4DS Portal - piveau 2024 https://gitlab.com/piveau
repository dblp Entity Linker 2024 https://github.com/uhh-lt/dblplink
repository FDOM 2024 https://fdda1.gitlab.io/fdom/schemas/overview/
repository GSAP-NER 2024 https://data.gesis.org/gsap/gsap-ner/
repository ICCAS Laryngeal Cancer Module 2024 https://git.iccas.de/synthea/laryngeal-cancer
repository ICCAS Syn-Viewer 2024 https://syn-viewer.iccas.de/
repository LLMs4OL 2024 https://github.com/HamedBabaei/LLMs4OL
repository LLMs4OM 2024 https://github.com/HamedBabaei/LLMs4OM
repository NFDI4DS Ontology 2024 https://github.com/ISE-FIZKarlsruhe/NFDI4DS-Ontology
repository NSLP 2024 https://github.com/NFDI4DS/nslp2024
repository ORKG ASK 2024 https://ask.orkg.org/pages/about and https://gitlab.com/TIBHannover/orkg/orkg-ask/
repository ORKG-FLAN-T5 R0 estimates 2024 https://huggingface.co/orkg/R0_contribution_IE
repository OSLLMs 2024 https://github.com/Jamarpaul/OSLLMs/tree/main/Scripts
repository ML-lifecycle-visualization 2024 https://github.com/zbmed-semtec/ML-lifecycle-visualization

2023

Type Title Year URL / DOI
repository 4DS Gateway 2023 https://github.com/semantic-systems/nfdi-search-engine
repository 4DS Widget 2023 https://gitlab.com/nfdi4ds/4ds-widget
repository Chatbot 2023 https://github.com/semantic-systems/nfdi-search-engine-chatbot
repository cryptnono 2023 https://github.com/cryptnono/cryptnono
repository dblp Entity Linker 2023 https://github.com/uhh-lt/dblplink?tab=readme-ov-file
repository DS Best Practices 2023 https://github.com/NFDI4DS/ds-best-practices
repository FoRC subtask I 2023 https://github.com/DFKI-NLP/nfdi4ds-forc
repository From MyBinder to JupyterHub 2023 https://github.com/rgaiacs/2024-06-cessda-workshop-mybinder
repository GSAP-NER 2023 https://github.com/ottowg/gsap-ner/tree/emnlp_submission
repository Investigating Knowledge Injection Approaches for Field of Research Classification of Scholarly Articles 2023 https://github.com/DFKI-NLP/for-classifier
repository JupyterHub Fancy Profiles 2023 https://github.com/yuvipanda/jupyterhub-fancy-profiles
repository KEENsight 2023 https://git.rwth-aachen.de/linsherpa/keensight.git
repository maSMPs 2023 https://github.com/zbmed-semtec/maSMPs
repository Metadata for Machine Learning (m4ml) 2023 https://gitlab.com/nfdi4ds/m4ml
repository MLEntory-ETL-pipeline 2023 https://github.com/zbmed-semtec/mlentory-etl-pipeline
repository Taxonomy4CL 2023 https://github.com/DFKI-NLP/Taxonomy4CL
repository TD4CLTabs 2023 https://github.com/JilinHe/TD4CLTabs

2022

Type Title Year URL / DOI
repository BinderHub 2022 https://github.com/2i2c-org/binderhub-service
repository Open Reseach Computing V2 2022 https://github.com/gesiscss/orc2/tree/main
repository Open Research Knowledge Graph (ORKG) 2022 https://gitlab.com/TIBHannover/orkg