What are the hardware requirements for ZwZ 4B?

ZwZ 4B requires approximately 9.7 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed ZwZ 4B and how large is it?

ZwZ 4B is developed by inclusionAI, a model with 4b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate ZwZ 4B?

ZwZ 4B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

ZwZ 4B by inclusionAI — VRAM 9.7GB

Name: ZwZ 4B
Author: inclusionAI

ZwZ 4B is an open-source language model by inclusionAI. Features: 4b LLM, VRAM: 9.7GB, License: apache-2.0, Instruction-Based, LLM Explorer Score: 0.22.

Arxiv:2602.11858 Base model:finetune:qwen/qwen3... Base model:qwen/qwen3-vl-4b-in... Conversational Dataset:inclusionai/zoombench Dataset:inclusionai/zwz-rl-vqa Deploy:azure En Endpoints compatible Image-text-to-text Instruct Qwen3 vl Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/inclusionAI/ZwZ-4B

ZwZ 4B Parameters and Internals

LLM Name	ZwZ 4B
Repository 🤗	https://huggingface.co/inclusionAI/ZwZ-4B
Base Model(s)	Qwen3 VL 4B Instruct Qwen/Qwen3-VL-4B-Instruct
Model Size	4b
Required VRAM	9.7 GB
Updated	2026-08-08
Maintainer	inclusionAI
Model Type	qwen3_vl
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-2 4.7 GB: 2-of-2
Supported Languages	en
Model Architecture	Qwen3VLForConditionalGeneration
License	apache-2.0
Model Max Length	262144
Transformers Version	4.57.1
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Errors	replace

Rank the ZwZ 4B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to ZwZ 4B

Best Alternatives	Context / RAM	Downloads	Likes
Qwen3 VL 4B Instruct	0K / 8.9 GB	3611570	437
MinerU Popo	0K / 17.6 GB	26895	4
Qwen3 VL 4B Instruct FP8	0K / 6.1 GB	301103	65
AA VL 4B	0K / 8.9 GB	87	0
Qwen3 VL 4B VQA SFT	0K / 8.9 GB	40	0
Kayak V2	0K / 17.7 GB	31	0
Op Hrg Qwen3vl4b Instruct	0K / 9.7 GB	51	2
Docision 1.0	0K / 10.5 GB	30	1
Slayer Ocr Qwen3vl 4B Frozen	0K / 8.9 GB	39	0
MJev Qwen3 VL 4B RLCD	0K / 9.7 GB	40	2

Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/ZwZ-4B.