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alexgusevski/Huihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx

alexgusevski Qwen 8.2B multimodal
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/alexgusevski%2FHuihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx"
Response includes
  • classification m1
  • files 15
  • benchmarks 11 entries
  • hub_downloads_all_time 352
  • author_summary 64 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
352
31 last 30d - cooling
Likes
0
Model age
9mo ago
created 2026-01-11
Downloads over time
Now359→from23↑1,461%
613526439323 on Jan 14359 on Oct 11359 on Oct 4JanMarMayJulSep
Jan 14 → Oct 11 · 78 snapshots · spans 270 days

Benchmarks

Portrait before abliteration
Benchmarks of the base model as it stood before the refusal-removal operation. Compare with the numbers above to see what the operation cost.
Benchmark Score Source
Entertainment 1.2 UGI
Hazardous 4.1 UGI
Natural Intelligence 17.46 UGI
Political lean -18.5% UGI
Sensitive-Info 19.17 UGI
SocPol 1.1 UGI
UGI 32.78 UGI
Willingness (10) 6 UGI
W10-Adherence 6 UGI
W10-Direct 6 UGI
Writing 30.31 UGI

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.

Qwen/Qwen3-VL-8B-Instruct this lineage
alexgusevski/Huihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx↓ 31

Variants by this author 6 formats · 948 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Tags
transformers safetensors qwen3_vl image-text-to-text abliterated uncensored mlx conversational base_model:Qwen/Qwen3-VL-8B-Instruct base_model:quantized:Qwen/Qwen3-VL-8B-Instruct license:apache-2.0 endpoints_compatible

Related

Other by alexgusevski
Huihui-Qwen3-VL-8B-Instruct-abliterated-q8-mlx 437 Llama-3.2-8X3B-MOE-Dark-Champion-Instruct-uncensored-abliterated-18.4B-mlx-8Bit 347 Huihui-Qwen3-VL-8B-Instruct-abliterated-q4-mlx 278 Mistral-Nemo-Inst-2407-12B-Thinking-Uncensored-HERETIC-HI-Claude-Opus-mlx-fp16 263 Llama3.3-8B-Instruct-Thinking-Heretic-Uncensored-Claude-4.5-Opus-High-Reasoning-mlx-2Bit 205
Same base model
AtomicChat/Qwen-Image-2.1-Turbo-Uncensored-GGUF 101K huihui-ai/Huihui-Qwen3-VL-8B-Instruct-abliterated 33K jwest33/qwen3-vl-8b-instruct-null-space-abliterated-GGUF 1K TechnoBaptist/Qwen-Image-2.1-Turbo-Uncensored-GGUF 853 prithivMLmods/Qwen3-VL-8B-Instruct-abliterated-v2 587
Total size
3.46 GB
Files
15
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-01-11 14:35
Source huggingface.co/alexgusevski/Huihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx ↗ Base model Qwen/Qwen3-VL-8B-Instruct ↗

Files by quantization

Auxiliary files 15 files 3.47 GB
model.safetensors 3.46 GB 5e65655d download
tokenizer.json 10.9 MB 05d47c87 download
vocab.json 2.65 MB 4783fe10 download
model.safetensors.index.json 100 KB 3fcf87bd download
chat_template.jinja 5.17 KB 12438680 download
config.json 1.98 KB e4a684c7 download
processor_config.json 1.88 KB fdc6f993 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.04 KB d5f8164a download
video_preprocessor_config.json 858 B 8deea1de download
preprocessor_config.json 821 B b7d11200 download
README.md 755 B ca8c581a download
added_tokens.json 735 B 6f359db5 download
special_tokens_map.json 644 B 3a784031 download
generation_config.json 226 B 36dc6ca0 download

README current version from Hugging Face

license: apache-2.0
base_model:

  • Qwen/Qwen3-VL-8B-Instruct
    pipeline_tag: image-text-to-text
    tags:
  • abliterated
  • uncensored
  • mlx
    library_name: transformers

alexgusevski/Huihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx

This model was converted to MLX format from huihui-ai/Huihui-Qwen3-VL-8B-Instruct-abliterated using mlx-vlm version 0.3.10.
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 alexgusevski/Huihui-Qwen3-VL-8B-Instruct-abliterated-q2-mlx --max-tokens 100 --temperature 0.0 --prompt "Describe this image." --image <path_to_image>

README history 1 version

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

  1. 2026-01-11Upload folder using huggingface_hub58e1a91755 B
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