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WeReCooking/flux2-klein-4B-uncensored-text-encoder

WeReCooking Qwen 4B GGUF second-order 41K ctx
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  • classification m8
  • files 5
  • hub_downloads_all_time 13,585
  • author_summary 1 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
MEDIUM
Inherited from base model
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=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
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.

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Downloads · lifetime
14K
3K last 30d - stable
Likes
15
Model age
6mo ago
created 2026-03-22
Downloads over time
Now14.5K→from359↑3,947%
05.3K10.6K15.9K359 on Mar 2514.5K on Oct 11MarAprMayJunJulAugSepOct
Mar 25 → Oct 11 · 69 snapshots · spans 200 days

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
gguf qwen3 abliterated uncensored text-generation-inference flux2 klein base_model:huihui-ai/Qwen3-4B-abliterated base_model:quantized:huihui-ai/Qwen3-4B-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
2.21 GB
Files
5
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-03-22 07:18

Files by quantization

Auxiliary files 5 files 2.21 GB
qwen3-4b-abl-q4_0.gguf 2.21 GB 842d4ee7 download
LANGUAGE_BIAS_STUDY.md 4.76 KB d8da2086 download
README.md 2.54 KB 1ab3de1d download
gitattributes 1.60 KB e76cbaa4 download
.gitattributes 1.54 KB 921d7077 download

README current version from Hugging Face


license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3-4B/blob/main/LICENSE
base_model:

  • huihui-ai/Qwen3-4B-abliterated
    tags:
  • qwen3
  • abliterated
  • uncensored
  • text-generation-inference
  • flux2
  • klein
    extra_gated_prompt: >-
    This model has safety filtering removed and can generate General NSFW content.
    By accessing this model, you agree to:
    • Use it responsibly and legally
    • Not use it to create illegal content
    • Comply with all applicable laws in your country

This is a duplicate of Cordux/flux2-klein-4B-uncensored-text-encoder for Flux-Klein-4B-CPU Space


Qwen3-4B Ablated (Uncensored) Text Encoder - GGUF Q4_0

Uncensored/ablated version of Qwen3-4B text encoder in GGUF Q4_0 format for Flux2 Klein 4B models.

Compatible Models

  • Flux2 Klein 4B (Distilled & Base)

What This Does

This is an ablated (safety-filtering removed) text encoder that allows Flux2 Klein models to generate NSFW content without prompt censorship.

The base Qwen3-4B text encoder that ships with Flux2 Klein has safety filtering that prevents certain prompts from being processed properly.

Installation

  1. Download qwen3-4b-abl-q4_0.gguf
  2. Place in ComfyUI/models/text_encoders/ or ComfyUI/models/unet/ (for GGUF loaders)
  3. In your workflow, use a GGUF-compatible text encoder loader node
  4. Point it to this file instead of the default Qwen3-4B

Prompting Tips

  • Use "wearing nothing" instead of "naked/nude" for best nude results
  • The model looks for clothing descriptors - even "nothing" counts as one
  • Clinical terms like "vagina" don't work better than colloquial terms
  • For explicit content beyond nudity, you'll need an NSFW LoRA

Language-Style Mapping Research

I discovered Flux.2 Klein associates languages with specific styles:

Japanese→anime portraits, German→illustrated art, etc.

Full study here

Limitations

This removes prompt filtering but doesn't add visual knowledge. The base Flux2 Klein models have limited training on explicit content, so:

  • ✅ Nudity works well
  • ✅ Suggestive poses work
  • ❌ Explicit anatomy requires a LoRA
  • ❌ Sexual acts require a LoRA

Credits

README history 2 versions

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

  1. 2026-03-22Update README.md56ef4c32.5 KB
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  2. 2026-03-22Init4ea5a9a2.3 KB
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Discussions 1 thread

  1. 2026-04-09Does it make any difference?closed3 💬#1
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