A survey of 232 papers on the intersection of multilingual language modeling and edge deployment identifies the 'last mile' challenge for Global South communities and offers recommendations for more inclusive NLP.
Figure 10:Replication: LM Annotation Prompt.Using GPT 4.1 Mini (gpt-4.1-mini-2025-04-14), we annotate several papers based on their title and abstract across several dimensions
1 Pith paper cite this work. Polarity classification is still indexing.
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Multilinguality at the Edge: Developing Language Models for the Global South
A survey of 232 papers on the intersection of multilingual language modeling and edge deployment identifies the 'last mile' challenge for Global South communities and offers recommendations for more inclusive NLP.