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Data Synthesis and Parameter-Efficient Fine-Tuning for Low-Resource NMT: A Case Study on Q'eqchi' Mayan

arXiv:2606.09767v1 Announce Type: new Abstract: Neural machine translation for digitally low-resource Indigenous languages is often hindered by extreme data scarcity, prompting reliance on extractive web-scraping. To ensure data sovereignty, this study introduces a data synthesis methodology to bootstrap NMT models without scraping target-language parallel text. Focusing on Q'eqchi' Mayan, we transformed community-sourced dictionaries into a massive synthetic corpus, utilizing...

arXiv CS 1d ago

Elusive Cozumel dwarf fox reappears in first confirmed photos after two decades

Elusive Cozumel dwarf fox reappears in first confirmed photos after two decades Sadie Harley Scientific Editor Robert Egan Associate Editor A publication has revealed the first photographic evidence and confirmed sighting of the Cozumel dwarf fox in more than 20 years. Published in the journal Neotropical Biology and Conservation by researchers Travis D. Bayer, Maggie A. McGreal and A. Rafael Chacón D., the short communication details the rescue of an adult male Cozumel dwarf fox on the...

Phys.org 1d ago

Los Angeles Voters Have No Good Option

It’s happening again. In a big American city, a young Indian American democratic socialist is trying to unseat an unpopular Black incumbent on a platform of housing affordability. This time, the arena is not New York City but Los Angeles.

The Atlantic 10d ago

‘We have a shared sky and stars’: the Indigenous American artists challenging our relationship to the natural world

As the largest display of Native North American art ever seen in Britain arrives in Yorkshire, its artists are asking timely questions about their history, our planet, and humanity’s place within itHold to This Earth, the largest exhibition of contemporary Native North American art to be shown in Britain, arrives as the United States gears up to commemorate the 250th anniversary of the Declaration of Independence. Selected from Santa Fe’s Tia Collection, its artists represent more than 35...

The Guardian UK 6d ago