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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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S'andor Dar'oczi

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Jul 2026

Reliability Scaling Laws for Quantized Large Language Models

This study reveals that while the performance scales monotonically with the total number of bits, the reliability scalings are nonlinear, indicating that quantizing moderately sized models offers the best reliability-efficiency trade-off.

Sirine Ayadi, S'andor Dar'oczi, Stephan Günnemann et al. · 0 citations

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