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makitty/quechuabert
quechuabert is a fill-mask model from makitty. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as mit.
Small BertForMaskedLM for Southern Quechua, tokenized with the morphological PRPE segmenter from QuechuaTok.
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From the Hugging Face model README
Small BertForMaskedLM for Southern Quechua, tokenized with the morphological PRPE segmenter from QuechuaTok.
CPU run: ~20k Llamacha lines, 5000 MLM steps, tiny BERT (hidden=256, layers=4). Final train loss ≈ 6.19. Early checkpoint for visibility, not a finished SOTA model.
Contreras, M. (2026). QuechuaTok. arXiv:2606.23943 — https://arxiv.org/abs/2606.23943
Install QuechuaTok, then load the model weights from this repo. Custom PRPE tokenizer lives in quechuatok.hf_tokenizer.
See QuechuaTok issue #8 and scripts/train_quechuabert.py.