Datasets:
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README.md
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data_files:
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- split: train
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path: data/train-*
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---
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data_files:
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- split: train
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path: data/train-*
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task_categories:
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- translation
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language:
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- ru
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- ba
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size_categories:
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- 1M<n<10M
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---
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# Russian-Bashkir Parallel Corpus
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A large-scale parallel corpus for Russian-Bashkir machine translation, containing 9.7M sentence pairs filtered by semantic similarity.
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## Dataset Details
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- **Languages**: Russian (`rus`) ↔ Bashkir (`bak`)
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- **Size**: 9,768,889 translation pairs
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- **Repository**: [`BorisTM/bak-rus-parallel`](https://huggingface.co/datasets/BorisTM/bak-rus-parallel)
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## Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("BorisTM/bak-rus-parallel")
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```
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## Dataset Fields
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| Field | Type | Description |
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|-------|------|-------------|
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| `rus` | string | Russian sentence |
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| `bak` | string | Bashkir sentence |
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| `static_sim` | float32 | Semantic similarity score (cosine similarity, 0-1) |
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| `source` | string | Data source: `"real"` or `"synth"` |
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| `length_rus` | int64 | Character length of Russian sentence |
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| `length_bak` | int64 | Character length of Bashkir sentence |
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## Dataset Composition
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The corpus combines two sources:
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### Real Data (`source="real"`)
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Authentic human-created translations from the following parallel corpora:
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| Source | Description |
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|--------|-------------|
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| [`AigizK/bashkir-russian-parallel-corpora`](https://huggingface.co/datasets/AigizK/bashkir-russian-parallel-corpora) | Bashkir-Russian parallel corpus |
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| **TIL-MT Corpus** | Turkic Interlingua parallel corpus (ba-ru) |
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| **NLLB** (OPUS) | NLLB ba-ru parallel corpus from [opus.nlpl.eu](https://opus.nlpl.eu) |
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| **Wikimedia** (OPUS) | Wikimedia ba-ru parallel corpus from [opus.nlpl.eu](https://opus.nlpl.eu) |
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### Synthetic Data (`source="synth"`)
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Generated via back-translation using the [`facebook/nllb-200-distilled-600M`](https://huggingface.co/facebook/nllb-200-distilled-600M) model on the following raw Bashkir text corpora:
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| Source | Description |
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|--------|-------------|
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| [`omarkamali/wikipedia-monthly`](https://huggingface.co/datasets/omarkamali/wikipedia-monthly) | Bashkir Wikipedia (2025-10-01 dump) |
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| [`HuggingFaceFW/fineweb-2`](https://huggingface.co/datasets/HuggingFaceFW/fineweb-2) | FineWeb-2 bak_Cyrl split |
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| [`cis-lmu/Glot500`](https://huggingface.co/datasets/cis-lmu/Glot500) | Glot500 bak_Cyrl split |
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| **HPOLT 3.0** | High-quality multilingual web text (bak_Cyrl) |
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## Filtering
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All sentence pairs are filtered by the following criteria:
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- **Semantic similarity** > 0.25 (computed using [`BorisTM/static_rus_bak`](https://huggingface.co/BorisTM/static_rus_bak) embeddings)
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- **Sentence length**: <512 for both languages
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## Statistics
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| Source | Count |
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|--------|-------|
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| Real | ~3.0M pairs |
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| Synthetic | ~6.8M pairs |
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| **Total** | **9.7M pairs** |
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## License
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Please refer to the original source licenses for specific data components.
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## Citation
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If you use this dataset, please cite:
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```bibtex
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@dataset{bak_rus_parallel,
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title = {Russian-Bashkir Parallel Corpus},
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author = {BorisTM},
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year = {2025},
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url = {https://huggingface.co/datasets/BorisTM/bak-rus-parallel}
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}
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```
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