Marktechpost

JANUARY 15, 2024

Developed by researchers from Apple, aiming to enhance machine translation, AlignInstruct represents a paradigm shift in tackling data scarcity. The success of AlignInstruct in enhancing machine translation for low-resource languages is a testament to the importance of innovative approaches in computational linguistics.

Large Language Models 131

Large Language Models Data Scarcity Computational Linguistics Natural Language Processing 131

Marktechpost

MAY 11, 2024

Proficiency in language ensures that NLP assessments encompass not just performance at the surface level but also more profound linguistic issues. Low-resource settings: Linguistic knowledge is essential for addressing issues with data scarcity and linguistic variance in linguistically varied or low-resource languages.

Large Language Models 130

Large Language Models NLP Data Scarcity Computational Linguistics 130

Google Research AI blog

FEBRUARY 17, 2023

Also, region-unaware MT systems tend to favor whichever variety has more data available online, which disproportionately affects speakers of under-resourced language varieties. However, the vast majority of available training data doesn’t specify what regional variety the translation is in.

Data Scarcity 117

Data Scarcity Computational Linguistics Software Engineer Categorization 117