AnalysisOpinion / analysisLarge Language Models · Efficiency & Inference1 source · Oct 18, 2026

New quant types suggested: IQ2_K, IQ3_K, IQ4_K, IQ5_K and IQ6_K

File sizes are the same as Q-quants.

Proof1 community thread

Key points

  • Lots of numbers presented, but for a single model only.
  • Creating IQ quants is somewhat slow.
  • Appologies to Mr. Addario if I mangled anything.

Sources (1)

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 18, 2026GPT-2 KV cache from scratch: correctness, latency, and memory measurements [P]
  2. Oct 17, 2026deepseek-ai/DeepSeek-V4.1-Flash-1017
  3. Oct 16, 2026Comfy-Org/MOSS-Image
  4. Oct 15, 2026Granite Switch 4.1: Chat, Decisions, and Speech from One Endpoint
  5. Oct 15, 2026QUASAR 4-bit QAT checkpoints for Qwen3.5, Gemma 4 and Muse Glimmer: closer to BF16 than Google’s and NVIDIA’s 4-bit releases
  6. Oct 15, 2026huggingface/transformers v5.20.0: Release v5.20.0

Related