Outliers and Calibration Sets have Diminishing Effect on Quantization of Modern LLMs

31 May 2024

Papers citing "Outliers and Calibration Sets have Diminishing Effect on Quantization of Modern LLMs"

6 / 6 papers shown

Title
Precision Where It Matters: A Novel Spike Aware Mixed-Precision Quantization Strategy for LLaMA-based Language Models Lucas Maisonnave Cyril Moineau Olivier Bichler Fabrice Rastello MQ 69 1 0 30 Apr 2025
Task-Circuit Quantization: Leveraging Knowledge Localization and Interpretability for Compression Hanqi Xiao Yi-Lin Sung Elias Stengel-Eskin Mohit Bansal MQ 31 0 0 10 Apr 2025
How Does Quantization Affect Multilingual LLMs? Kelly Marchisio Saurabh Dash Hongyu Chen Dennis Aumiller A. Ustun Sara Hooker Sebastian Ruder MQ 44 6 0 03 Jul 2024
VcLLM: Video Codecs are Secretly Tensor Codecs Ceyu Xu Yongji Wu Xinyu Yang Beidi Chen Matthew Lentz Danyang Zhuo Lisa Wu Wills 45 0 0 29 Jun 2024
QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks Albert Tseng Jerry Chee Qingyao Sun Volodymyr Kuleshov Christopher De Sa MQ 126 92 0 06 Feb 2024
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,424 0 23 Jan 2020