What are the hardware requirements for Jev Vision 27B?

Jev Vision 27B requires approximately 0.9 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Jev Vision 27B and how large is it?

Jev Vision 27B is developed by e12ex2, 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 Vision 27B?

Jev Vision 27B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Jev Vision 27B by e12ex2 — VRAM 0.9GB

Name: Jev Vision 27B
Author: e12ex2

Jev Vision 27B is an open-source language model by e12ex2. Features: 27b LLM, VRAM: 0.9GB, License: apache-2.0, LLM Explorer Score: 0.29.

Adapter Base model:adapter:qwen/qwen3.... Base model:qwen/qwen3.8-27b Decision-index Finetuned Image-text-to-text Jev Lora Peft Region:us Safetensors System-one Typed-decisions Vision

Model Card on HF 🤗: https://huggingface.co/e12ex2/jev-vision-27b

Jev Vision 27B Parameters and Internals

LLM Name	Jev Vision 27B
Repository 🤗	https://huggingface.co/e12ex2/jev-vision-27b
Base Model(s)	Qwen/Qwen3.8-27B Qwen/Qwen3.8-27B
Model Size	27b
Required VRAM	0.9 GB
Updated	2026-10-15
Maintainer	e12ex2
Model Files	0.9 GB
Model Architecture	Adapter
License	apache-2.0
Is Biased	none
PEFT Type	LORA
LoRA Model	Yes
PEFT Target Modules	^\|(\|?\|!\|.\|\|v\|i\|s\|u\|a\|l\|)\|.\|\|\\|.\|(\|q\|_\|p\|r\|o\|j\|\|\|k\|_\|p\|r\|o\|j\|\|\|v\|_\|p\|r\|o\|j\|\|\|o\|_\|p\|r\|o\|j\|\|\|g\|a\|t\|e\|_\|p\|r\|o\|j\|\|\|u\|p\|_\|p\|r\|o\|j\|\|\|d\|o\|w\|n\|_\|p\|r\|o\|j\|\|\|i\|n\|_\|p\|r\|o\|j\|_\|q\|k\|v\|\|\|i\|n\|_\|p\|r\|o\|j\|_\|z\|\|\|o\|u\|t\|_\|p\|r\|o\|j\|)\|$
LoRA Alpha	64
LoRA Dropout	0
R Param	32

Rank the Jev Vision 27B 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 Vision 27B

Best Alternatives	Context / RAM	Downloads	Likes
Qwen3.8 27B Velocity	0K / 0.9 GB	83	1
DeltaRoutingAI	0K / 0.2 GB	26	1
...3.8 27B Abliterated Cyber LoRA	0K / 0.4 GB	22	1
Qwen38 Magnus V2 Lora	0K / 0.5 GB	22	0
...en3.8 27B Absolute Heresy LoRA	0K / 0.3 GB	27	4
...laude Opus Reasoning Distilled	0K / 0.9 GB	22	2
Qwen3.8 27B Finance LoRA	0K / 0.2 GB	9	1
Qwen3.8 27B Code SE LoRA	0K / 0.6 GB	19	1
Candle Qwen38 27B Sft 1p	0K / 0.9 GB	17	1
... 27B Reasoning Distill Lora V1	0K / 0.4 GB	12	0