What are the hardware requirements for JEV 27B VL MLX MXFP4?

JEV 27B VL MLX MXFP4 requires approximately 16.9 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed JEV 27B VL MLX MXFP4 and how large is it?

JEV 27B VL MLX MXFP4 is developed by nativ-community, a model with 27b 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 JEV 27B VL MLX MXFP4?

JEV 27B VL MLX MXFP4 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

JEV 27B VL MLX MXFP4 by nativ-community — VRAM 16.9GB

Name: JEV 27B VL MLX MXFP4
Author: nativ-community

JEV 27B VL MLX MXFP4 is an open-source language model by nativ-community. Features: 27b LLM, VRAM: 16.9GB, License: apache-2.0, LLM Explorer Score: 0.3.

4-bit Base model:autotrust/jev-27b-v... Base model:quantized:autotrust... Conversational Decision-model Image-text-to-text Jev Mlx Mlx-vlm Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/nativ-community/JEV-27B-VL-MLX-MXFP4

JEV 27B VL MLX MXFP4 Parameters and Internals

LLM Name	JEV 27B VL MLX MXFP4
Repository 🤗	https://huggingface.co/nativ-community/JEV-27B-VL-MLX-MXFP4
Base Model(s)	JEV 27B VL autotrust/JEV-27B-VL
Model Size	27b
Required VRAM	16.9 GB
Updated	2026-10-15
Maintainer	nativ-community
Model Type	jev
Model Files	5.3 GB: 1-of-4 5.3 GB: 2-of-4 3.8 GB: 3-of-4 2.5 GB: 4-of-4
Model Architecture	Qwen3_5ForConditionalGeneration
License	apache-2.0
Model Max Length	262144
Transformers Version	5.8.0.dev0
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Errors	replace

Rank the JEV 27B VL MLX MXFP4 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 JEV 27B VL MLX MXFP4

Best Alternatives	Context / RAM	Downloads	Likes
...wopus3.8 27B Flash Mlx OQ4e 1M	1024K / 16.9 GB	211	1
Agens Pilot	1024K / 54.7 GB	97	3
Qwen3.8 27B NPU2	256K / GB	252	4
JEV 27B VL	0K / 55.6 GB	1525286	966
Clef	0K / 54.7 GB	18304	2161
Qwen3.6 27B	0K / 55.4 GB	6728138	2197
Qwen3.8 27B	0K / 55.6 GB	2	8753
Qwen3.8 27B	0K / 55.6 GB	2727	21
Qwen3.8 27B MLX	0K / 16 GB	1411	18
Qwen3.8 27B FP8	0K / 0.4 GB	123157	416

Note: green Score (e.g. "73.2") means that the model is better than nativ-community/JEV-27B-VL-MLX-MXFP4.