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v1 — 2026-08-14 — 36,165,993 records
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metadata
pretty_name: ORKG Core Domain Classifier  Metadata
license: mit
language:
  - en
task_categories:
  - text-classification
size_categories:
  - 10M<n<100M
tags:
  - orkg
  - core
  - scholarly
  - research-domains
dataset_info:
  features:
    - name: id
      dtype: string
    - name: predicted_domain
      dtype: string
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/classifications.csv

ORKG Core Domain Classifier — Metadata

Update Date: 2026-08-14

Research-domain labels produced by the ORKG Core Domain Classifier for documents in the CORE corpus — one row per document.

The classifier that produces this file lives at https://gitlab.com/TIBHannover/orkg/nlp/experiments/core-domain-classifier. This card and the CSV are written by python -m app.publish_to_hf in that repository, so please do not edit them by hand.

Usage

from datasets import load_dataset

dataset = load_dataset("MikeACedric/Domain_Classifier_Dataset", split="train")

Schema

Column Description
id document id — a plain CORE id (100000028) or a prefixed one (TIBKAT:1738662721)
predicted_domain research domain assigned by the classifier

📊 Current Stats — v1 (2026-08-14)

Total Classified Records: 36,165,993

Classification Label Count Percentage (%)
Arts and Humanities 3,747,673 10.36%
Engineering 1,350,298 3.73%
Life Sciences 1,094,088 3.03%
Physical Sciences and Mathematics 478,428 1.32%
Social and Behavioral Sciences 8,558,981 23.67%
Aerospace Engineering 285,799 0.79%
Biomedical Engineering and Bioengineering 3,785,745 10.47%
Chemical Engineering 449,235 1.24%
Civil and Environmental Engineering 756,662 2.09%
Computer Engineering 927,788 2.57%
Computational Engineering 397,170 1.10%
Electrical Engineering and Information Technology 787,669 2.18%
Electrical and Computer Engineering 492,351 1.36%
Energy Process Engineering 187,236 0.52%
Engineering Science and Materials 686,304 1.90%
Materials Engineering 119,792 0.33%
Materials Science and Engineering 124,398 0.34%
Mechanical Engineering 160,379 0.44%
Nanoscience and Nano Technology 44,928 0.12%
Nuclear Engineering 69,837 0.19%
Operations Research, Systems Engineering and Industrial Engineering 478,981 1.32%
Production Technology 33,845 0.09%
Plastics Engineering 59,174 0.16%
American Studies 196,444 0.54%
Classics 81,754 0.23%
Educational Research 436,443 1.21%
English Language and Literature 64,280 0.18%
Religion 155,769 0.43%
History 754,428 2.09%
History of Art, Architecture and Archaelogy 535,872 1.48%
Language, Societies and Cultures 66,794 0.18%
Literary Studies 205,343 0.57%
Musicology 58,240 0.16%
Philosophy 154,873 0.43%
Animal Sciences 118,309 0.33%
Agriculture, Forestry and Veterinary Medicine 551,161 1.52%
Biochemistry, Biophysics, and Structural Biology 135,244 0.37%
Bioinformatics 34,713 0.10%
Biotechnolgy 47,664 0.13%
Public Health 425,637 1.18%
Systems Biology 35,571 0.10%
Physiology 79,317 0.22%
Nutrition 24,909 0.07%
Nursing Pharmacology, Toxicology and Environmental Health 120,944 0.33%
Neuroscience and Neurobiology 240,019 0.66%
Microbiology 100,818 0.28%
Medicine 611,792 1.69%
Immunology and Infectious diseases 328,183 0.91%
Genetics and Genomics 71,737 0.20%
Forestry and Forest Sciences 116,406 0.32%
Entomology Food Science 83,011 0.23%
Ecology and Evolutionary Biology 214,486 0.59%
Cell and Developmental Biology 35,923 0.10%
Water Research 126,559 0.35%
Statistics and Probability 49,888 0.14%
Polymer Research 12,799 0.04%
Statistical Physics, Soft Matter, Biological Physics, Nonlinear Dynamics 20,789 0.06%
Physics 811,931 2.25%
Particles, Nuclei and Fields 29,343 0.08%
Optics, Quantum Optics and Physics of Atoms, Molecules and Plasmas 48,712 0.13%
Oceanography and Atmospheric Sciences and Meteorology 231,389 0.64%
Mineralogy, Petrology and Geochemistry 12,759 0.04%
Oceanography 14,485 0.04%
Mathematics 385,402 1.07%
Computer Sciences 694,799 1.92%
Earth Sciences 362,275 1.00%
Applied Mathematics 19,946 0.06%
Chemistry 92,369 0.26%
Chemical Solid State and Surface Research 6,722 0.02%
Astrophysics and Astronomy 194,406 0.54%
Urban Studies and Planning 182,082 0.50%
Sociology 6,903 0.02%
Social and Cultural Anthropology and Ethnology 77,358 0.21%
Social Sciences 351,725 0.97%
Political Science 142,979 0.40%
Psychology 82,157 0.23%
Public Affairs, Public Policy and Public Administration 200,675 0.55%
Linguistics 23,261 0.06%
Jurisprudence 31,086 0.09%
Economics 354,046 0.98%
Communication Sciences 201,885 0.56%
Agricultural and Resource Economics 26,270 0.07%
Comparative Literature 106,734 0.30%
Language, Socieities and Cultures 101,414 0.28%

🕓 Revision History

Version Update Date Records Change
v1 2026-08-14 36,165,993 first release