Computational Linguistics and Data Scarcity - Artificial Intelligence Zone

This AI Paper from Apple Unveils AlignInstruct: Pioneering Solutions for Unseen Languages and Low-Resource Challenges in Machine Translation

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

Large Language Models Data Scarcity Computational Linguistics Natural Language Processing

FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation

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

Data Scarcity Computational Linguistics Software Engineer Categorization

Artificial Intelligence Zone

This AI Paper from Apple Unveils AlignInstruct: Pioneering Solutions for Unseen Languages and Low-Resource Challenges in Machine Translation

FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation

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