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Paper · arXiv

What You Sign Is Not What You Run: The Verifiability Gap in Quantized LLM Supply Chains

Model signing authenticates the full-precision weights W an LLM is released with, yet users run a quantized artifact Q whose producing transformation is not uniquely determined under current disclosure. We separate the non-environment inputs from the execution environment E and measure a quantity that, to our knowledge, has not been measured before: the Independent Verifiability Rate (IVR), the fraction of a popularity-sampled GGUF ecosystem that a third party can re-derive bit-for-bit. Across the 200 most-downloaded Hugging Face GGUF repositories (198 in scope), no artifact or model card records the build environment, so under a recorded-inputs protocol the IVR is 0/198. Yet the artifact...

AuthorsWei-Liang Liu, Cheng-Yen Tsai
Primary categorycs.CR
Published14 October 2026
Last updated at source14 October 2026
cs.CRcs.LG
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