Empirical case study on a flagship Android device profiles energy, latency, and quality trade-offs across eight LLMs, revealing a quantization energy paradox and identifying mid-sized models as practical sweet spots.
Energibridge: Empowering soft- ware sustainability through cross-platform energy measurement,
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RAPL energy tools introduce measurable time overhead at high polling rates, but low-level MSR access and reduced system calls can keep that overhead close to zero.
A systematic review finds research on the sustainability of LLM-generated code to be limited, fragmented, and without accepted frameworks for measurement or benchmarking.
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Sustainability Is Not Linear: Quantifying Performance, Energy, and Privacy Trade-offs in On-Device Intelligence
Empirical case study on a flagship Android device profiles energy, latency, and quality trade-offs across eight LLMs, revealing a quantization energy paradox and identifying mid-sized models as practical sweet spots.
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What Is the Cost of Energy Monitoring? An Empirical Study on the Overhead of RAPL-Based Tools
RAPL energy tools introduce measurable time overhead at high polling rates, but low-level MSR access and reduced system calls can keep that overhead close to zero.
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Sustainable Code Generation Using Large Language Models: A Systematic Literature Review
A systematic review finds research on the sustainability of LLM-generated code to be limited, fragmented, and without accepted frameworks for measurement or benchmarking.