Author

Joan Nwatu

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#artificial intelligence Jun 2026

The Language-Energy Divide: Measuring Energy Costs of Multilingual LLM Inference

It is revealed that the energy divide persists across models, hardware, and tasks, suggesting a systemic energy inequity in multilingual LLM deployment and is recommended that the community treat energy as a first-class evaluation axis, extend reporting checklists and model cards to include it, and adopt deployment-sid...

Naihao Deng, Alissa Shen, Yi-Ming Feng et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLP

AtlasNLP is introduced, a country-aware atlas of over 13,000 NLP dataset records across normalized NLP task categories, tracking both the populations represented and where datasets are produced, showing that dataset coverage is highly uneven across countries and tasks and language coverage does not imply geographic rep...

Joan Nwatu, Tsedeniya Solomon Amare, Longju Bai et al. · 0 citations