Get the app
← back to catalog · registered 2026-08-22 13:56

noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF

noctrex Qwen 4B GGUF multimodal second-order 262K ctx
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model. 

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/noctrex%2FHuihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF"
Response includes
  • classification m8
  • files 17
  • hub_downloads_all_time 4,073
  • author_summary 44 models
  • readme_text full
Try next
GET/models?author=noctrex
All 44 models by noctrex
 GET/models?family=qwen&method=m8
Sibling qwen models · same method
 GET/methods/m8
What "m8" means · taxonomy
10 credits · hourly refresh · ~4 KB payload Get an API key →
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
M1 Direct removal →
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
How we label → About M8 →
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
4K
1K last 30d - stable
HF trending score
1
mild recent interest
Likes
4
Model age
11mo ago
created 2025-11-08
Downloads over time
Now4.9K→from616↑696%
4022K3.7K5.3K616 on Nov 12, 20254.9K on Oct 12Nov '25JanMarMayJulSep
Nov 12, 2025 → Oct 12 · 88 snapshots · spans 334 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
noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF↓ 1,171

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
IQ3 IQ4 Q4_K Q5_K Q6_K
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 imatrix conversational

Related

Other by noctrex
Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF 28K Huihui-Qwen3-VL-30B-A3B-Instruct-abliterated-GGUF 15K Huihui-Qwen3-VL-8B-Instruct-abliterated-GGUF 9K gemma-4-26B-A4B-it-uncensored-heretic-MXFP4_MOE-GGUF 3K Huihui-Qwen3-VL-2B-Instruct-abliterated-GGUF 3K
Same base model
noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF 28K mradermacher/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF 3K mradermacher/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF 1K EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-mlx 500 EZCon/Huihui-Qwen3-VL-4B-Instruct-abliterated-8bit-mlx 379
Total size
24.1 GB
Files
17
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-11-08 23:28
Source huggingface.co/noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-i1-GGUF ↗ Base model huihui-ai/Huihui-Qwen3-VL-4B-Instruct-abliterated →

Files by quantization

Q6_K 1 file 3.08 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q6_K.gguf 3.08 GB 75f30576 download
Q5_K 2 files 5.32 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q5_K_M.gguf 2.69 GB 29fd7561 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q5_K_S.gguf 2.63 GB 890743a1 download
Q4_K 2 files 4.55 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q4_K_M.gguf 2.33 GB 93518f5e download
Huihui-Qwen3-VL-4B-Instruct-abliterated-Q4_K_S.gguf 2.22 GB 48fe2d4c download
IQ4 2 files 4.33 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ4_NL.gguf 2.22 GB a403564d download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ4_XS.gguf 2.11 GB 74827481 download
IQ3 4 files 6.84 GB
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_M.gguf 1.83 GB 01d63d56 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_S.gguf 1.77 GB 31f7b5b5 download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_XS.gguf 1.69 GB e7477f0a download
Huihui-Qwen3-VL-4B-Instruct-abliterated-IQ3_XXS.gguf 1.56 GB 0872fe98 download
F32 1 file 1.55 GB
mmproj-F32.gguf 1.55 GB 55a0e713 download
BF16 1 file 800 MB
mmproj-BF16.gguf 800 MB 2a8b818a download
F16 1 file 797 MB
mmproj-F16.gguf 797 MB 3aedbce3 download
Auxiliary files 3 files 3.70 MB
imatrix.gguf 3.69 MB 85768102 download
.gitattributes 2.71 KB fe9397a4 download
README.md 1.05 KB 8fc0cb8d 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.

These quantizations were created using an imatrix merged from combined_all_large and harmful.txt to leverage the abliterated nature of the model.

For higher precision versions (which are not in an need for an imatrix), please refer to the main repository:
noctrex/Huihui-Qwen3-VL-4B-Instruct-abliterated-GGUF

Usage Notes:

  • Download the latest llama.cpp to use these quantizations.
  • Try to use the best quality you can run.
  • For the mmproj file, the F32 version is recommended for best results (F32 > BF16 > F16).

README history 5 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 tool31b02fd1 KB
    Loading...
  2. 2025-11-08Update README.mdd14c86a1 KB
    Loading...
  3. 2025-11-08Update README.md5f516951020 B
    Loading...
  4. 2025-11-08Add files using upload-large-folder tool368d761775 B
    Loading...
  5. 2025-11-08Add files using upload-large-folder tool2bd9b88778 B
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Get the app Browse the catalog
Open in Abliteration