← all papers Β· overview

The Fourth State: Signed-Zero Ternary for Stable LLM Quantization (and More)

Abstract

Quantization is usually regarded as a means to trade quality of performance for reduced compute requirements, i.e., as a suboptimal approximation. However, if examined in terms of a fixed overall resource budget, a very different perspective arises. We introduce Signed-Zero Ternary (SZT), a 2-bit quantization that deterministically provides gradient information with no forward-path penalty. Our analysis provides evidence that it may improve information density compared to non-quantized alternatives.

Related papers

Ranked by semantic similarity β€” how closely each paper's abstract matches this one (100% = near-identical topic).