Table · dataset · 2026
PII-Bench
Listed in Hugging Face Datasets
PII-Bench (ru) Span-level benchmark for evaluating personal-data (PII) detection in Russian text.
Description
Annotations use explicit character offsets (start, end, type) rather than IO/BIO/BILOU token tags. This makes the benchmark agnostic to tokenization and lets you evaluate a complete pipeline — ML model, regular expressions, post-processing, or a hybrid such as Presidio — instead of only the model in isolation.
Released alongside GLiNER Guard, a unified safety + PII encoder family:… See the full description on the dataset page: huggingface.co/datasets/hivetrace/pii-bench.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/hivetrace/pii-bench ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:2605.05277 arxiv.org/abs/2605.05277 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/hivetrace/pii-bench ↗
metadata API · from Hugging Face
Topics
- Stated by source
- text · token classification
- From keywords
- Computer Science & AI
- Inferred from text
- Text 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | hivetrace/pii-bench | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].hf_modality:text | source · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · Hugging Face | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[task].hf_task:token-classification | source · Hugging Face | connector:huggingface@1.0.0 | /tags[task_categories:*] |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| license | source · Hugging Face | connector:huggingface@1.0.0 | /tags[license:*] |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |