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News/Capability-Stratified Degradation in Ternary Language Models
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

Capability-Stratified Degradation in Ternary Language Models

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arXiv:2608.28809v1 Announce Type: new Abstract: Extreme low-bit inference offers a route toward smaller models and constrained deployment. Ternary language models restrict weights to $\{-1,0,+1\}$, approaching the limit of $\log_2 3 \approx 1.585$ bits/weight. The practical question for a pretrained

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