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Add Tigrinya-SQuAD data files and loader script

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.gitattributes ADDED
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+ *.json filter=lfs diff=lfs merge=lfs -text
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.wasm filter=lfs diff=lfs merge=lfs -text
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+ *.xz filter=lfs diff=lfs merge=lfs -text
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+ *.zip filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.mp3 filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.bmp filter=lfs diff=lfs merge=lfs -text
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+ *.gif filter=lfs diff=lfs merge=lfs -text
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+ *.png filter=lfs diff=lfs merge=lfs -text
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
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+ ### Flask
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+ instance/*
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+ !instance/.gitignore
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+ .webassets-cache
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+
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+ # C extensions
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+ *.so
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+
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+ # Distribution / packaging
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+ .Python
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+ build/
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+ develop-eggs/
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+ dist/
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+ downloads/
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+ eggs/
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+ .eggs/
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+ lib/
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+ lib64/
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+ parts/
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+ sdist/
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+ var/
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+ wheels/
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+ pip-wheel-metadata/
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+ share/python-wheels/
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+ *.egg-info/
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+ .installed.cfg
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+ *.egg
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+ MANIFEST
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+ .vscode/
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+
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+ __pycache__/
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+
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+ # PyInstaller
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+ *.manifest
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+ *.spec
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+
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+ # Installer logs
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+ pip-log.txt
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+ pip-delete-this-directory.txt
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+
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+ # Unit test
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+ htmlcov/
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+ .tox/
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+ .nox/
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+ .coverage
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+ .coverage.*
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+ .cache
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+ nosetests.xml
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+ coverage.xml
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+ *.cover
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+ .hypothesis/
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+ .pytest_cache/
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+
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+ # Translations
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+ *.mo
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+ *.pot
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+
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+ # Django stuff:
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+ *.log
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+ local_settings.py
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+ db.sqlite3
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+
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+ # Flask stuff:
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+ instance/
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+
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+ # Scrapy stuff:
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+ .scrapy
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+
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+ # Sphinx documentation
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+ docs/_build/
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+
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+ # PyBuilder
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+ target/
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+
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+ # Jupyter Notebook
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+ .ipynb_checkpoints
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+
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+ # IPython
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+ profile_default/
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+ ipython_config.py
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+
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+ # pyenv
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+ .python-version
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+
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+ # celery beat schedule file
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+ celerybeat-schedule
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+
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+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ .venv
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+ env/
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+ venv/
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+ ENV/
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+ env.bak/
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+ venv.bak/
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+
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+ # Spyder project settings
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+ .spyderproject
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+ .spyproject
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+
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+ # Rope project settings
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+ .ropeproject
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+
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+ # mkdocs documentation
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+ /site
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+
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+ # mypy
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+ .mypy_cache/
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+ .dmypy.json
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+ dmypy.json
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+
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+ # Pyre type checker
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+ .pyre/
data/Tigrinya-SQuAD-v1-train.json ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:27ca6b9e51e057e532fd59616cda432e7fa00f2a1d1daea074cd60ef470199bb
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+ size 42946884
tigrinya-squad.py ADDED
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+ """Tigrinya-SQuAD: Machine-Translated Training Dataset for Tigrinya Question Answering."""
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+
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+ import json
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+
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+ import datasets
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+
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+
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+ _HOMEPAGE = "https://github.com/fgaim/tiquad"
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+
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+ _DESCRIPTION = """\
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+ Tigrinya-SQuAD is a machine-translated and filtered version of the English SQuAD 1.1 training dataset,
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+ automatically converted to Tigrinya for training question-answering models in low-resource settings.
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+ This silver-standard dataset serves as training data only. For evaluation, use the gold-standard TiQuAD dataset.
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+ """
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+
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+ _CITATION = """\
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+ @inproceedings{gaim-etal-2023-tiquad,
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+ title = "{Question-Answering in a Low-resourced Language: Benchmark Dataset and Models for Tigrinya}",
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+ author = "Fitsum Gaim and Wonsuk Yang and Hancheol Park and Jong C. Park",
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+ booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
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+ month = jul,
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+ year = "2023",
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+ address = "Toronto, Canada",
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+ publisher = "Association for Computational Linguistics",
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+ url = "https://aclanthology.org/2023.acl-long.661",
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+ pages = "11857--11870",
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+ }
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+ """
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+
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+ _LICENSE = "Creative Commons Attribution-ShareAlike 4.0"
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+
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+ _DATA_PATHS = {
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+ "train": "data/Tigrinya-SQuAD-v1-train.json",
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+ }
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+
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+
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+ class TigrinyaSQuADConfig(datasets.BuilderConfig):
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+ """BuilderConfig for Tigrinya-SQuAD"""
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+
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+ def __init__(self, **kwargs):
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+ """BuilderConfig for Tigrinya-SQuAD.
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+ Args:
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(TigrinyaSQuADConfig, self).__init__(**kwargs)
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+
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+
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+ class TigrinyaSQuAD(datasets.GeneratorBasedBuilder):
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+ """Tigrinya-SQuAD dataset."""
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+
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+ VERSION = datasets.Version("1.0.0")
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "id": datasets.Value("string"),
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+ "title": datasets.Value("string"),
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+ "context": datasets.Value("string"),
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+ "question": datasets.Value("string"),
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+ "answers": datasets.features.Sequence(
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+ {
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+ "text": datasets.Value("string"),
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+ "answer_start": datasets.Value("int32"),
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+ }
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+ ),
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+ }
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+ ),
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+ homepage=_HOMEPAGE,
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+ citation=_CITATION,
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+ license=_LICENSE,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ """Returns SplitGenerators."""
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+ downloaded_files = dl_manager.download_and_extract(_DATA_PATHS)
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+
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={"filepath": downloaded_files["train"]},
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+ )
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ """Yields Tigrinya-SQuAD examples."""
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+ with open(filepath, encoding="utf-8") as fin:
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+ squad_data = json.load(fin)
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+ for example in squad_data["data"]:
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+ title = example.get("title", "")
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+ for paragraph in example["paragraphs"]:
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+ context = paragraph["context"]
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+ for qa in paragraph["qas"]:
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+ _id = qa["id"]
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+ answers = [
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+ {
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+ "text": answer["text"],
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+ "answer_start": answer["answer_start"],
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+ }
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+ for answer in qa["answers"]
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+ ]
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+ yield (
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+ _id,
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+ {
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+ "id": _id,
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+ "title": title,
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+ "context": context,
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+ "question": qa["question"],
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+ "answers": answers,
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+ },
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+ )