#nvfp4

2 articles

01 ·Inference & Serving·★ MEMBER·PAPER·6 min read Paper Explained: Disaggregated Quantization — Quantize LLM Prefill and Decode Differently A from-scratch explanation of disaggregated quantization: giving LLM prefill and decode their own number formats, weights and storage. Covers the prefillers that more than double 1-bit GGUF accuracy, SSD-streamed prefill (ODP), and where the method stops working. 02 ·How Transformers Work·★ MEMBER·PAPER·11 min read Paper Explained: Why Gated DeltaNet Survives 4-Bit Quantization — NVFP4 W4A4 in a Hybrid 27B A walkthrough of the paper that tested — and overturned — the belief that the recurrent half of a hybrid LLM is too fragile for 4-bit quantization, and explained mechanistically why log-space gates and the delta rule erase quantization noise.