Author

Anne-Laure Ligozat

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#machine learning Preprint Oct 2025

The Environmental Impacts of Language Model Training Keep Rising Now is the Time to Catch Impacts on the Rebound

It is found that energy use and environmental impacts associated with training ML models have increased exponentially, even when considering impact reduction strategies such as using less carbon intensive electricity mixes or more efficient hardware.

Clément Morand, Anne-Laure Ligozat, Aurélie Névéol · 3 citations · ⚡1

#machine learning Preprint Feb 2026

Is Knowledge Distillation Actually Greener? A Case Study in Machine Translation

This work evaluates representative KD methods both on bespoke MT models and LLMs, by considering both translation quality and computational cost, using the Machine Learning Life Cycle Assessment tool, which accounts for costs throughout the KD model life cycle.

Joseph Attieh, Timothee Mickus, Anne-Laure Ligozat et al. · 0 citations