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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
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  dataset_info:
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  features:
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  - name: url
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  - name: date
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  dtype: string
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  - name: tags
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- list: string
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  - name: url_category
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  dtype: string
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  - name: url_subdomain
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  dtype: string
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  splits:
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  - name: test
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- num_bytes: 54990844
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  num_examples: 15000
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- download_size: 36904820
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- dataset_size: 54990844
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- configs:
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- - config_name: default
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- data_files:
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- - split: test
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- path: data/test-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ language:
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+ - sk
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+ license: cc-by-4.0
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+ size_categories:
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+ - 10K<n<100K
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+ task_categories:
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+ - text-classification
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+ tags:
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+ - clustering
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+ - slovak
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+ - news
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+ - mteb
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+ pretty_name: Pravda.sk URL-based Clustering Dataset
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  dataset_info:
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  features:
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  - name: url
 
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  - name: date
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  dtype: string
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  - name: tags
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+ sequence: string
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  - name: url_category
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  dtype: string
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  - name: url_subdomain
 
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  dtype: string
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  splits:
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  - name: test
 
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  num_examples: 15000
 
 
 
 
 
 
 
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  ---
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+
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+ # Pravda.sk URL-based Clustering Dataset
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+
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+ A Slovak news article clustering dataset based on URL structure from [pravda.sk](https://pravda.sk), designed for evaluating text clustering and embedding models.
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+
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+ ## Dataset Description
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+
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+ This dataset contains 15,000 Slovak news articles categorized by their URL structure. Articles are organized into 50 categories across 11 subdomains, providing a hierarchical classification based on editorial decisions.
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+
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+ ### Use Case
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+
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+ This dataset is designed for:
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+ - Evaluating Slovak text embedding models
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+ - Clustering benchmark tasks (MTEB)
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+ - Text classification experiments
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+ - Slovak NLP research
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+
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+ ## Dataset Structure
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+
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+ ### Fields
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+
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+ | Field | Type | Description |
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+ |-------|------|-------------|
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+ | `url` | string | Original article URL |
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+ | `title` | string | Article headline |
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+ | `summary` | string | Article summary/lead paragraph |
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+ | `content` | string | Full article text |
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+ | `date` | string | Publication date (ISO format) |
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+ | `tags` | list[string] | Original pravda.sk tags |
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+ | `url_category` | string | Full category path (e.g., `sportweb/tenis`) |
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+ | `url_subdomain` | string | Subdomain (e.g., `sportweb`) |
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+ | `url_section` | string | Section within subdomain (e.g., `tenis`) |
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+
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+ ### Statistics
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+
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+ - **Total articles**: 15,000
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+ - **Categories**: 50
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+ - **Samples per category**: 300
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+ - **Subdomains**: 11
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+
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+ ### Subdomains
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+
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+ | Subdomain | Articles | Description |
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+ |-----------|----------|-------------|
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+ | `sportweb` | 2,100 | Sports news |
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+ | `vat` | 2,100 | Science & technology |
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+ | `koktail` | 1,800 | Celebrity & entertainment |
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+ | `spravy` | 1,800 | General news |
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+ | `cestovanie` | 1,500 | Travel |
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+ | `ekonomika` | 1,200 | Business & economy |
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+ | `kultura` | 1,200 | Culture & arts |
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+ | `zurnal` | 1,200 | Magazine/features |
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+ | `auto` | 900 | Automotive |
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+ | `zdravie` | 900 | Health |
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+ | `uzitocna` | 300 | Practical/lifestyle |
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+
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+ ## Data Quality
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+
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+ - **No duplicates**: Deduplicated by `title` + `summary` combination
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+ - **No null values**: All articles have valid `title` and `summary` fields
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+ - **Balanced**: 300 samples per category
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("NaiveNeuron/pravda-sk-url-clustering")
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+
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+ # Access the test split
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+ articles = dataset["test"]
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+
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+ # Example: Get articles by category
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+ tennis_articles = [a for a in articles if a["url_category"] == "sportweb/tenis"]
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+ ```
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+
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+ ## Source
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+
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+ Articles were collected from [pravda.sk](https://pravda.sk) via [web.archive.org](https://web.archive.org) snapshots spanning 2004-2025.
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+
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+ ## License
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+
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+ This dataset is released under CC-BY-4.0. Please check pravda.sk terms of service for content usage rights.
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite:
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+
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+ ```bibtex
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+ @dataset{pravda_sk_url_clustering,
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+ title = {Pravda.sk URL-based Clustering Dataset},
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+ author = {NaiveNeuron},
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+ year = {2025},
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+ publisher = {Hugging Face},
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+ url = {https://huggingface.co/datasets/NaiveNeuron/pravda-sk-url-clustering}
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+ }
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+ ```