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cs.LG2026
Stress-Testing Efficient Responsible-AI Evaluation: When Compute Savings Change Benchmark Conclusions
Ahmed El Kady, Aravind Narayanan, Rehana Riaz +2
Efficient evaluation changes the protocol used to support claims about model behavior, yet it is rarely tested whether those claims remain stable after the evaluation itself is mad…
cs.LG2025
Optimizing Large Language Models: Metrics, Energy Efficiency, and Case Study Insights
Tahniat Khan, Soroor Motie, Sedef Akinli Kocak +1
The rapid adoption of large language models (LLMs) has led to significant energy consumption and carbon emissions, posing a critical challenge to the sustainability of generative A…