| --- |
| license: odc-by |
| language: |
| - kk |
| tags: |
| - nlp |
| - kazakh |
| - wikipedia |
| - dataset |
| - llm-training |
| pretty_name: Kazakh-Wiki-Clean-228K |
| size_categories: |
| - 100K<n<1M |
| ---
|
|
|
| Released as part of the NOESIS Professional Multilingual Dubbing Automation Platform (framework: DHCF-FNO — Deterministic Hybrid Control Framework for Frozen Neural Operators).
|
|
|
| Founder: Ilia Bolotnikov
|
| Organization: AMAImedia.com
|
| X (Twitter): @AMAImediacom
|
| LinkedIn: Ilia Bolotnikov
|
| Telegram: @djbionicl
|
| NOESIS version: v16.1
|
| Release date: 2026-08
|
|
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|
|
|
|
| # 📚 Kazakh-Wiki-Clean-228K |
|
|
| A cleaned and structured collection of **228,810 articles** from the Kazakh Wikipedia, curated for Large Language Model (LLM) pre-training, fine-tuning, and Natural Language Processing (NLP) tasks. |
|
|
| --- |
|
|
| ## 📊 Dataset Summary |
|
|
| | Property | Value | |
| |---|---| |
| | **Total Articles** | 228,810 | |
| | **Source** | Wikimedia Foundation (kkwiki) | |
| | **Language** | Kazakh (Cyrillic script) | |
| | **Format** | JSON Lines (`.jsonl`) | |
| | **Article Scope** | Namespace 0 (Main Articles only) | |
|
|
| --- |
|
|
| ## 🔧 Preprocessing Methodology |
|
|
| The dataset was processed using a custom stream-based extraction pipeline designed for data integrity. |
|
|
| ### 1. Filtering |
| - Retained primary namespace articles (NS 0) only |
| - Excluded redirects, talk pages, and administrative categories |
| - Discarded articles with a final length below **200 characters** to ensure content quality |
|
|
| ### 2. Markup Removal |
| - Recursive stripping of nested MediaWiki templates, infoboxes, and tables |
| - Removal of HTML tags and technical metadata |
| - Conversion of internal wiki-links to plain text |
|
|
| ### 3. Normalization |
| - Removal of technical commands (e.g., `__NOTOC__`, `__NOEDITSECTION__`) |
| - Cleanup of structural artifacts such as empty parentheses and residual brackets |
| - Normalization of whitespace and punctuation |
|
|
| --- |
|
|
| ## 🗂️ Data Structure |
|
|
| The dataset is stored in JSONL format. Each line represents a single article: |
|
|
| ```json |
| { |
| "title": "Article Title", |
| "text": "Extracted and cleaned text content..." |
| } |
| ``` |
|
|
| --- |
|
|
| ## 🚀 Intended Applications |
|
|
| - **Language Modeling** — Pre-training and fine-tuning of transformer-based models |
| - **Embeddings** — Development of Kazakh-language semantic representations |
| - **RAG Systems** — Knowledge base for Retrieval-Augmented Generation pipelines |
| - **Linguistic Analysis** — Statistical and structural research on the Kazakh language |
|
|
| --- |
|
|
| ## ⚖️ License and Attribution |
|
|
| This dataset is distributed under the **[Odc-by License](https://opensource.org/licenses/Odc-by)**. |
|
|
| **Attribution:** |
| Users must credit the original author when using or redistributing this dataset. |
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|
| > Created by **kurumikz** |
| >
|
| |
