Papers with Native
Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification (2025.findings-acl)
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| Challenge: | Indigenous languages are largely invisible in commercial language identification systems, a stark reality exemplified by Google Translate’s LangID tool, which excludes all 150 Indigenous languages of North America. |
| Approach: | They propose a framework that shows how large language models and specialized classifiers can effectively identify these languages with minimal data. |
| Outcome: | The proposed framework shows that large language models and specialized classifiers can effectively identify these languages with minimal data. |