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arxiv_cs_lg ยท Jun 24, 2026 ยท paper

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Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models

arxiv.orgJun 24, 2026
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Quantization is widely used to reduce the inference cost of large language models, but its effect on reasoning models is not fully captured by final-answer accuracy or per-token latency. We show that low-bit post-trai...

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