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Reducing the carbon impact of generative ai inference (today and in 2035)

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cs.LG 1

years

2025 1

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UNVERDICTED 1

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Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs

cs.LG · 2025-10-21 · unverdicted · novelty 6.0

A conditional scaling law fitted on over 200 models from 80M to 3B parameters identifies architectures that deliver up to 2.1% higher accuracy and 42% higher inference throughput than LLaMA-3.2 under the same training budget.

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  • Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs cs.LG · 2025-10-21 · unverdicted · none · ref 12

    A conditional scaling law fitted on over 200 models from 80M to 3B parameters identifies architectures that deliver up to 2.1% higher accuracy and 42% higher inference throughput than LLaMA-3.2 under the same training budget.