---
title: kindlingai/glm-5.3-exlr8-k2-k3-k4
url: https://recentmodel.com/models/kindlingai/glm-5.3-exlr8-k2-k3-k4/
status: just landed
published: 2026-10-08T03:20:20Z
updated: 2026-10-22T23:27:46Z
source: https://huggingface.co/kindlingai/glm-5.3-exlr8-k2-k3-k4
---

# kindlingai/glm-5.3-exlr8-k2-k3-k4

EXLR8 is a new quantization format. Mixture-of-experts (256 experts, 8 per token). Context: 1M tokens (config). License: glm-5.3. Vendor-reported: "GLM-5.3's top-8 routing turns small numeric differences into different experts: two BF16 runs that differ only in their batching score mean 0.11 (median 0.004) against each other on 32,768 positions of the held-out text."

- Vendor-reported: GLM-5.3's top-8 routing turns small numeric differences into different experts: two BF16 runs that differ only in their batching score mean 0.11 (median 0.004) against each other on 32,768 positions of the held-out text.

- **Org:** kindlingai
- **Released:** 2026-10-08
- **Status:** just landed
- **License:** glm-5.3 (restricted)
- **Architecture:** MoE · 256 experts, 8/token · GlmMoeDsaForCausalLM
- **Context:** 1,048,576 tokens
- **Task:** text-generation · text
- **Signal:** 23 HF likes · 983682 downloads

## Links

- [Hugging Face](https://huggingface.co/kindlingai/glm-5.3-exlr8-k2-k3-k4)
- [Ollama](https://ollama.com/library/glm-5.3)