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QSelect: A Low-Bit Compression Method for Onboard Large Language Models for Space Robots

arXiv cs.RO

QSelect combines three quantizers—AWQ, GPTQ, and AutoRound—by assigning them to linear modules to form a single static low-bit model, scoring each substitution by the final next-token distribution.

Part of the event: QSelect: A Combined Low-Bit Compression Method Proposed for Spaceborne Language Models

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