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2025 1

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SiLQ: Simple Large Language Model Quantization-Aware Training

cs.LG · 2025-07-22 · conditional · novelty 6.0

SiLQ fine-tunes 8B-parameter LLMs with quantized weights, activations, and cache for a small fraction of extra training tokens, matching or beating leading post-training quantization methods.

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  • SiLQ: Simple Large Language Model Quantization-Aware Training cs.LG · 2025-07-22 · conditional · none · ref 8

    SiLQ fine-tunes 8B-parameter LLMs with quantized weights, activations, and cache for a small fraction of extra training tokens, matching or beating leading post-training quantization methods.