Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Languages:
Slovenian
Size:
10K - 100K
DOI:
License:
| cff-version: 1.2.0 | |
| message: >- | |
| If you use MultiPII-X, please cite this dataset and acknowledge the | |
| relevant upstream resources listed below. | |
| title: "MultiPII-X" | |
| type: dataset | |
| version: "1.0.0" | |
| date-released: "2026-10-03" | |
| doi: "10.57967/hf/10725" | |
| url: "https://huggingface.co/datasets/Nan0NJ/multiPII-x" | |
| authors: | |
| - given-names: Nenad | |
| family-names: Jakovchevski | |
| affiliation: "Jožef Stefan Institute, Department of Knowledge Technologies" | |
| abstract: >- | |
| MultiPII-X is an extensible fine-grained dataset for personally identifiable | |
| information (PII), sensitive-entity recognition, and text anonymization. | |
| Version 1.0 contains Slovene data spanning multiple domains and source | |
| collections. The release contains 15,180 annotated texts with 89,812 entity | |
| annotations across 56 fine-grained entity types. Source material was | |
| translated, adapted, sampled, reannotated, or otherwise transformed under | |
| a unified annotation ontology. The canonical release preserves original text | |
| together with character-level entity spans and also provides derived | |
| representations for GLiNER and GLiNER2/GLiNER2.5. | |
| keywords: | |
| - personally identifiable information | |
| - PII | |
| - anonymization | |
| - named entity recognition | |
| - NER | |
| - privacy | |
| - sensitive information | |
| - Slovene | |
| - Slovenian | |
| - low-resource language | |
| - multi-domain NLP | |
| - GLiNER | |
| references: | |
| # -------------------------------------------------------------------------- | |
| # TANAOS | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Tanaos Text Anonymizer Training Dataset" | |
| authors: | |
| - name: "Tanaos" | |
| database: "Hugging Face Hub" | |
| entry: "tanaos/synthetic-text-anonymizer-dataset-v1" | |
| license: MIT | |
| scope: >- | |
| Source dataset for MultiPII-X. Selected synthetic English PII examples | |
| were adapted into Slovene and transformed to the MultiPII-X annotation | |
| ontology. | |
| # -------------------------------------------------------------------------- | |
| # KURKOWSKI | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Contextual Text Anonymizer Dataset" | |
| authors: | |
| - given-names: Michał | |
| family-names: Kurkowski | |
| year: 2025 | |
| database: "Hugging Face Hub" | |
| entry: "kurkowski/synthetic-contextual-anonymizer-dataset" | |
| license: MIT | |
| scope: >- | |
| Source dataset for MultiPII-X. Contextual synthetic PII examples were | |
| adapted into Slovene and mapped/reannotated under the MultiPII-X | |
| fine-grained ontology. | |
| # -------------------------------------------------------------------------- | |
| # GIGAFIDA 2.0 | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Corpus of Written Standard Slovene Gigafida 2.0" | |
| authors: | |
| - given-names: Simon | |
| family-names: Krek | |
| - given-names: Tomaž | |
| family-names: Erjavec | |
| - given-names: Andraž | |
| family-names: Repar | |
| - given-names: Jaka | |
| family-names: Čibej | |
| - given-names: Špela | |
| family-names: Arhar Holdt | |
| - given-names: Polona | |
| family-names: Gantar | |
| - given-names: Iztok | |
| family-names: Kosem | |
| - given-names: Marko | |
| family-names: Robnik-Šikonja | |
| - given-names: Nikola | |
| family-names: Ljubešić | |
| - given-names: Kaja | |
| family-names: Dobrovoljc | |
| - given-names: Cyprian | |
| family-names: Laskowski | |
| - given-names: Miha | |
| family-names: Grčar | |
| - given-names: Peter | |
| family-names: Holozan | |
| - given-names: Simon | |
| family-names: Šuster | |
| - given-names: Vojko | |
| family-names: Gorjanc | |
| - given-names: Marko | |
| family-names: Stabej | |
| - given-names: Nataša | |
| family-names: Logar | |
| date-released: "2019-06-13" | |
| database: "CLARIN.SI" | |
| entry: "hdl:11356/1320" | |
| scope: >- | |
| Source corpus for naturally occurring Slovene text in MultiPII-X. | |
| Selected passages were independently annotated under the PII ontology; | |
| the original Gigafida linguistic annotations are not treated as | |
| MultiPII-X PII annotations. | |
| # -------------------------------------------------------------------------- | |
| # TELECOM CONVERSATION CORPUS | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Telecom 200k Dataset" | |
| authors: | |
| - name: "eisenzopf" | |
| database: "Hugging Face Hub" | |
| entry: "eisenzopf/telecom-conversation-corpus" | |
| license: MIT | |
| scope: >- | |
| Source corpus for telecom-domain conversational material. Selected | |
| synthetic conversations were adapted into Slovene and annotated using | |
| the MultiPII-X ontology. | |
| # -------------------------------------------------------------------------- | |
| # E3-JSI SYNTHETIC MULTI-PII DATASET | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Synthetic Multi-Domain PII NER Dataset" | |
| authors: | |
| - name: "Department for Artificial Intelligence, Jožef Stefan Institute (E3-JSI)" | |
| year: 2024 | |
| database: "Hugging Face Hub" | |
| entry: "E3-JSI/synthetic-multi-pii-ner-v1" | |
| doi: "10.57967/hf/3211" | |
| license: MIT | |
| scope: >- | |
| Source dataset for MultiPII-X. The Slovene subset was selected and | |
| reannotated using the expanded MultiPII-X entity ontology. | |
| # -------------------------------------------------------------------------- | |
| # POVEJMO-VEMO-MED | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Dataset of Slovene Medical Texts PoVeJMo-VeMo-Med 1.0" | |
| authors: | |
| - given-names: Miha | |
| family-names: Malenšek | |
| - given-names: Marko | |
| family-names: Bajec | |
| date-released: "2024-09-25" | |
| publisher: | |
| name: "Faculty of Computer and Information Science, University of Ljubljana" | |
| database: "CLARIN.SI" | |
| entry: "hdl:11356/1983" | |
| license: CC-BY-4.0 | |
| scope: >- | |
| Source corpus for the medical domain. MultiPII-X uses sampled texts from | |
| the deduplicated Slovene medical corpus, which were newly annotated with | |
| the MultiPII-X PII, identifier, measurement, and health-related ontology. | |
| # -------------------------------------------------------------------------- | |
| # COLESLAW | |
| # -------------------------------------------------------------------------- | |
| - type: data | |
| title: "Collection of Slovenian Legal Texts COLESLAW 1.0" | |
| authors: | |
| - given-names: Miha | |
| family-names: Malenšek | |
| - given-names: Slavko | |
| family-names: Žitnik | |
| - given-names: Aleš | |
| family-names: Završnik | |
| - given-names: Saša | |
| family-names: Krajnc | |
| - given-names: Primož | |
| family-names: Križnar | |
| - given-names: Marko | |
| family-names: Bajec | |
| date-released: "2024-12-31" | |
| publisher: | |
| name: "Faculty of Computer and Information Science, University of Ljubljana" | |
| database: "CLARIN.SI" | |
| entry: "hdl:11356/2095" | |
| license: CC-BY-4.0 | |
| scope: >- | |
| Source corpus for the legal domain. Selected Slovene legal passages were | |
| newly annotated using the MultiPII-X fine-grained PII and sensitive-entity | |
| ontology. | |
| # -------------------------------------------------------------------------- | |
| # PRIOR SLOVENE PII BENCHMARK / ANNOTATION METHODOLOGY | |
| # -------------------------------------------------------------------------- | |
| - type: conference-paper | |
| title: >- | |
| Privacy-Preserving NLP for a Low-Resource Language: Benchmarking | |
| LLM-Based Personally Identifiable Information Anonymization in Slovene | |
| authors: | |
| - given-names: Nenad | |
| family-names: Jakovchevski | |
| - given-names: Matej | |
| family-names: Martinc | |
| year: 2026 | |
| conference: | |
| name: "17th International Conference of the CLEF Association (CLEF 2026)" | |
| collection-title: >- | |
| Experimental IR Meets Multilinguality, Multimodality, and Interaction | |
| start: 55 | |
| end: 68 | |
| publisher: | |
| name: "Springer" | |
| scope: >- | |
| Prior Slovene PII benchmark and annotation methodology on which part of | |
| the annotation conventions and earlier training-resource construction | |
| underlying MultiPII-X are based. | |