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noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF

noctrex Qwen 4B GGUF multimodal second-order 262K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 20
  • hub_downloads_all_time 89,569
  • author_summary 44 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=noctrex (M8 quantization producer)
  • is_gguf=1
  • base_model='huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated' looks abliterated -> assume M1
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
90K
28K last 30d - stable
Likes
27
Model age
11mo ago
created 2025-11-02
Downloads over time
Now101.8K→from0↑0%
037.3K74.6K112K0 on Nov 2, 2025101.8K on Oct 12Nov '25JanMarMayJulSep
Nov 2, 2025 → Oct 12 · 93 snapshots · spans 344 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.

Variants by this author 2 formats · 29K downloads combined

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

Metadata

Quantizations
BF16 F16 IQ3 IQ4 Q4_K Q5_K Q6_K Q8_0
Tags
gguf image-text-to-text base_model:huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated endpoints_compatible region:us conversational

Related

Total size
45.9 GB
Files
20
Quantizations
10
Registered
2026-08-22 13:56
Last updated on HF
2026-01-21 19:57

Files by quantization

BF16 2 files 8.28 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-BF16.gguf 7.50 GB 3a4eb1cd download
mmproj-BF16.gguf 800 MB 2a8b818a download
F16 2 files 8.28 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-F16.gguf 7.50 GB 7e17cfda download
mmproj-F16.gguf 797 MB 3aedbce3 download
Q8_0 1 file 3.99 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q8_0.gguf 3.99 GB b30ecba4 download
Q6_K 1 file 3.08 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q6_K.gguf 3.08 GB b77b439a download
Q5_K 2 files 5.32 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q5_K_M.gguf 2.69 GB 2512dbc5 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q5_K_S.gguf 2.63 GB a64c4648 download
Q4_K 2 files 4.55 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q4_K_M.gguf 2.33 GB 9789bbc0 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q4_K_S.gguf 2.22 GB 2a1eae65 download
IQ4 2 files 4.33 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ4_NL.gguf 2.22 GB b06d26d0 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ4_XS.gguf 2.11 GB 96b54c12 download
IQ3 4 files 6.84 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_M.gguf 1.83 GB e4942b84 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_S.gguf 1.77 GB 9e2b980a download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_XS.gguf 1.69 GB 07e7d4e3 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_XXS.gguf 1.56 GB f13df1e8 download
F32 1 file 1.55 GB
mmproj-F32.gguf 1.55 GB 55a0e713 download
Auxiliary files 3 files 2.84 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-MXFP4.gguf 2.84 GB 36d25e0d download
.gitattributes 3.17 KB 8e4c76d6 download
README.md 515 B 4ea69791 download

README current version from Hugging Face


pipeline_tag: image-text-to-text
base_model:

  • huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated

These are quantizations of the model Huihui-Qwen3-VL-4B-Instruct-abliterated.

They have been updated to use the imatrix from unsloth.

Original model: https://huggingface.co/huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated

Download the latest llama.cpp to use them.

Try to use the best quality you can run.
For the mmproj, try to use the F32 version as it will produce the best results. F32 > BF16 > F16

README history 3 versions

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

  1. 2025-11-08Add files using upload-large-folder tool6ed1dd6515 B
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  2. 2025-11-02Update README.md0ee6a52315 B
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  3. 2025-11-02Add files using upload-large-folder tool4565be5316 B
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Discussions 2 threads

  1. 2026-01-20Would it make sense to get Qwen3-VL MXFP4 quants?closed21 💬#2
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  2. 2025-11-04Best small model atm, both vision and function calling 🪄closed3 💬#1
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