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+ ---
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+ license: other
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+ language:
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+ - es
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+ - guc
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+ - inb
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+ - kbh
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+ - pbb
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+ task_categories:
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+ - translation
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+ tags:
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+ - machine-translation
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+ - indigenous-languages
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+ - colombia
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+ - low-resource
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+ - wayuunaiki
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+ - inga
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+ - kamentsa
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+ - nasa-yuwe
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+ pretty_name: 'CIL-Dataset: Colombian Indigenous Languages'
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+ size_categories:
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+ - 100K<n<1M
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+ configs:
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+ - config_name: inga
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+ data_files: inga.csv
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+ - config_name: kamentsa
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+ data_files: kamentsa.csv
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+ - config_name: nasa_yuwe
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+ data_files: nasa_yuwe.csv
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+ - config_name: wayuunaiki
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+ data_files: wayuunaiki.csv
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+ - config_name: wayuunaiki_monolingual
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+ data_files: wayuunaiki_monolingual.csv
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+ - config_name: wayuunaiki_rephrasing_completo
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+ data_files:
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+ - split: train
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+ path: rephrasing/wayuu_completo_rephrasing_train.csv
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+ - split: validation
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+ path: rephrasing/wayuu_completo_rephrasing_dev.csv
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+ - split: test
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+ path: rephrasing/wayuu_completo_rephrasing_test.csv
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+ - config_name: wayuunaiki_rephrasing_sin_dict
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+ data_files:
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+ - split: train
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+ path: rephrasing/wayuu_sin_dict_rephrasing_train.csv
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+ - split: validation
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+ path: rephrasing/wayuu_sin_dict_rephrasing_dev.csv
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+ - split: test
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+ path: rephrasing/wayuu_sin_dict_rephrasing_test.csv
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+ ---
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+
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+ # CIL-Dataset: Colombian Indigenous Languages
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+
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+ Parallel and monolingual corpora for machine translation between **Spanish** and
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+ four Colombian Indigenous languages: **Wayuunaiki**, **Inga**, **Kamëntsá** and
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+ **Nasa Yuwe**. Compiled for the thesis *Data-Centric Strategies for Low-Resource
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+ Neural Machine Translation in Colombian Indigenous Languages* (Universidad de los
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+ Andes, FLAG Lab).
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+
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+ ## Languages
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+
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+ | Language | Column | ISO 639-3 |
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+ |---|---|---|
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+ | Spanish | `esp` | spa |
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+ | Wayuunaiki | `way` | guc |
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+ | Inga | `ing` | inb |
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+ | Kamëntsá | `kam` | kbh |
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+ | Nasa Yuwe | `nas` | pbb |
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+
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+ ## Contents
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+
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+ ### Parallel and monolingual corpora
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+
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+ Full corpora, one aligned segment per row.
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+
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+ | Config | File | Rows | Columns |
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+ |---|---|---|---|
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+ | `inga` | `inga.csv` | 4,552 | `esp`, `ing`, `origen` |
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+ | `kamentsa` | `kamentsa.csv` | 281 | `esp`, `kam`, `origen` |
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+ | `nasa_yuwe` | `nasa_yuwe.csv` | 4,031 | `esp`, `nas`, `origen` |
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+ | `wayuunaiki` | `wayuunaiki.csv` | 83,579 | `esp`, `way`, `origen` |
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+ | `wayuunaiki_monolingual` | `wayuunaiki_monolingual.csv` | 2,676 | `way`, `origen` |
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+
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+ The `origen` column is a provenance identifier formatted as
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+ `<language>__<type>_<source>__<year>` (for example
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+ `wayuu__dictionary_negrete_amaya__2021`). Sources include Bible translations,
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+ dictionaries, grammars, constitutional texts, short stories and books.
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+
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+ ### Rephrasing subset (Wayuunaiki)
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+
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+ Train/validation/test splits used to study rogue memorization. In the training
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+ split, the Spanish side of biblical rows is replaced by an alternate human Spanish
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+ Bible translation, which reduces repeated Spanish targets. The Wayuunaiki side is
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+ never modified, and validation/test keep the original Spanish.
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+
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+ | Config | Split | Rows |
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+ |---|---|---|
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+ | `wayuunaiki_rephrasing_completo` | train / validation / test | 67,135 / 8,222 / 8,222 |
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+ | `wayuunaiki_rephrasing_sin_dict` | train / validation / test | 7,469 / 763 / 764 |
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+
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+ Extra columns in the rephrasing files: `source_row_id`, `esp_original`,
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+ `esp_target_rephrased`, `verse_id`, `repeat_group_size`, `assigned_version`,
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+ `rephrase_applied`, `rephrase_strategy`.
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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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+ # a parallel corpus
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+ inga = load_dataset("Flaglab/CIL-Dataset", "inga")
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+
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+ # the rephrasing splits
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+ reph = load_dataset("Flaglab/CIL-Dataset", "wayuunaiki_rephrasing_completo")
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+ print(reph["train"][0])
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+ ```
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+
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+ ## Trained models
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+
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+ NLLB-200 fine-tunes built on this data are available in the collection
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+ [Machine Translation for Colombian Indigenous Languages](https://huggingface.co/collections/Flaglab/machine-translation-for-indigenous-language-preservation-6a51849c7b97d28984f9df4d).
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+
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+ ## Sources and licensing
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+
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+ The corpora were assembled from heterogeneous materials (Bible translations,
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+ dictionaries, grammars, constitutional texts, community stories and books). These
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+ sources carry their own copyrights and licenses. The dataset is released for
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+ **non-commercial research use**; downstream users are responsible for respecting
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+ the licensing of each underlying source. The rephrasing subset draws Spanish
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+ renderings from public Spanish Bible versions in the BibleNLP/eBible corpus.