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omarkamali
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https://omarkama.li

AI & ML interests

NLP & LLMs for low resource languages.

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posted an update about 5 hours ago
Apparently grammar can travel without a passport 🌍 We trained a new neural grammar model *Tarakib* across 166 languages on top of Sawtone [1] - itself trained on nearly 400 langs. We then tested it on 28 languages that contributed no training updates to the grammar task. The surprising result: it still learned useful parts-of-speech structure based on the foundational linguistic representation offered by Sawtone. Performance varied considerably, and the transfer was not limited to close, same-script relatives but crossed writing systems. We found connections across language families, and about a quarter of the stable transfer links crossed writing systems. This does not mean universal parsing is solved. But it suggests that Sawtone's representations contain universal grammatical clues that a shared model can reuse in languages it was never directly taught to parse. A small step toward "spaCy for every language" ✌️ 1. https://www.omneitylabs.com/models/sawtone
updated a dataset 1 day ago
omarkamali/spacy-nlp
new activity 15 days ago
omneity-labs/lid-benchmark:Add CommonLingua
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