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EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx

EZCon Qwen 4.0B multimodal second-order
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/EZCon%2FHuihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx"
Response includes
  • classification m1
  • files 16
  • hub_downloads_all_time 3,541
  • author_summary 31 models
  • readme_text full
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What "m1" means · taxonomy
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Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
How we label → About M1 →
Refusal direction extracted via
Extraction technique

Difference-of-means

FromArditi et al. (2024) ↗
Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
What is a refusal direction? → Read the paper ↗
Downloads · lifetime
4K
379 last 30d - stable
Likes
1
Model age
12mo ago
created 2025-10-16
Downloads over time
Now3.7K→from87↑4,137%
01.3K2.7K4K87 on Oct 15, 20253.7K on Oct 12Oct '25Dec '25FebAprJunAugOct
Oct 15, 2025 → Oct 12 · 94 snapshots · spans 362 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated↓ 15,140 this lineage
EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx↓ 379

Metadata

License
apache-2.0
Tags
mlx safetensors qwen3_vl abliterated uncensored image-text-to-text conversational base_model:huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated license:apache-2.0 8-bit region:us

Related

Other by EZCon
Huihui-Qwen3-VL-4B-Instruct-abliterated-mlx 500 Huihui-gemma-4-E4B-it-abliterated-4bit-mlx 422 Qwen2-VL-2B-Instruct-abliterated-mlx 389 Huihui-Qwen3-VL-2B-Instruct-abliterated-mlx 336 Huihui-Qwen3-VL-4B-Instruct-abliterated-4bit-mlx 298
Same base model
noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF 28K mradermacher/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF 3K noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF 1K mradermacher/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF 1K EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-mlx 500
Total size
4.75 GB
Files
16
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-12 11:52
Source huggingface.co/EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx ↗ Base model huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated →

Files by quantization

Auxiliary files 16 files 4.77 GB
model.safetensors 4.75 GB ab5eb564 download
tokenizer.json 10.9 MB be756060 download
vocab.json 2.65 MB 4783fe10 download
merges.txt 1.59 MB 31349551 download
model.safetensors.index.json 97.6 KB f11e759c download
chat_template.jinja 5.17 KB 12438680 download
config.json 2.40 KB afba82da download
.gitattributes 1.53 KB 52373fe2 download
processor_config.json 989 B d0bf62ac download
README.md 832 B 6875dcc7 download
video_preprocessor_config.json 817 B e32b1d90 download
preprocessor_config.json 782 B 2fa65535 download
added_tokens.json 707 B b54f9135 download
special_tokens_map.json 613 B ac23c0aa download
tokenizer_config.json 418 B e103cbdf download
generation_config.json 213 B bdb4e037 download

README current version from Hugging Face

license: apache-2.0
base_model: huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated
pipeline_tag: image-text-to-text
tags:

  • abliterated
  • uncensored
  • mlx
    library_name: mlx

EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx

This model was converted to MLX format from huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated
using mlx-vlm version 0.6.12.
Refer to the original model card for more details on the model.

Use with mlx

pip install -U mlx-vlm

python -m mlx_vlm.generate --model EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx --max-tokens 100 --temperature 0.0 --prompt "Describe this image." --image <path_to_image>

README history 20 versions

The author's README evolved over time. Click a version to see its content at that point.

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