Benchmark-driven regression models can estimate prompt-level LLM inference energy and carbon emissions with roughly 15% average error on a curated external dataset.
Eco2ai: carbon emissions tracking of machine learning models as the first step towards sustainable ai,
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Breaking the ICE: Exploring promises and challenges of benchmarks for Inference Carbon & Energy estimation for LLMs
Benchmark-driven regression models can estimate prompt-level LLM inference energy and carbon emissions with roughly 15% average error on a curated external dataset.