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Melvin56/Qwen3-0.6B-abliterated-GGUF

Melvin56 Qwen 600M GGUF second-order 41K ctx
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Response includes
  • classification m8
  • files 11
  • hub_downloads_all_time 1,416
  • author_summary 28 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
1K
136 last 30d - cooling
Likes
1
Model age
17mo ago
created 2025-05-10
Downloads over time
Now1.5K→from145↑912%
795861.1K1.6K145 on May 7, 20251.5K on Oct 111.5K on Oct 10May '25Aug '25Nov '25FebMayAug
May 7, 2025 → Oct 11 · 114 snapshots · spans 522 days

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Quantizations
BF16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
gguf chat abliterated uncensored text-generation base_model:huihui-ai/Qwen3-0.6B-abliterated base_model:quantized:huihui-ai/Qwen3-0.6B-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
3.90 GB
Files
11
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-05-11 09:02

Files by quantization

BF16 1 file 1.12 GB
qwen3-0.6b-abliterated-BF16.gguf 1.12 GB 3b3b7ba1 download
Q8_0 1 file 610 MB
qwen3-0.6b-abliterated-Q8_0.gguf 610 MB 56b55c23 download
Q6_K 1 file 472 MB
qwen3-0.6b-abliterated-Q6_K.gguf 472 MB d6edd26a download
Q5_K 1 file 424 MB
qwen3-0.6b-abliterated-Q5_K_M.gguf 424 MB 0d53f9f8 download
Q4_K 1 file 378 MB
qwen3-0.6b-abliterated-Q4_K_M.gguf 378 MB 64964cc6 download
IQ4 1 file 351 MB
qwen3-0.6b-abliterated-IQ4_XS.gguf 351 MB efdbd61f download
Q3_K 1 file 331 MB
qwen3-0.6b-abliterated-Q3_K_M.gguf 331 MB 40148c5a download
Q2_K 1 file 283 MB
qwen3-0.6b-abliterated-Q2_K.gguf 283 MB 50cfed0a download
Auxiliary files 3 files 1.10 MB
imatrix.dat 1.10 MB aa1d71c1 download
README.md 2.77 KB a869b701 download
.gitattributes 2.08 KB 110bbcd5 download

README current version from Hugging Face


license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3-0.6B/blob/main/LICENSE
pipeline_tag: text-generation
base_model:

  • huihui-ai/Qwen3-0.6B-abliterated
    tags:

  • chat

  • abliterated

  • uncensored
    extra_gated_prompt: >-
    Usage Warnings

    “Risk of Sensitive or Controversial Outputs“: This model’s safety
    filtering has been significantly reduced, potentially generating sensitive,
    controversial, or inappropriate content. Users should exercise caution and
    rigorously review generated outputs.

    “Not Suitable for All Audiences:“ Due to limited content filtering, the
    model’s outputs may be inappropriate for public settings, underage users, or
    applications requiring high security.

    “Legal and Ethical Responsibilities“: Users must ensure their usage
    complies with local laws and ethical standards. Generated content may carry
    legal or ethical risks, and users are solely responsible for any consequences.

    “Research and Experimental Use“: It is recommended to use this model for
    research, testing, or controlled environments, avoiding direct use in
    production or public-facing commercial applications.

    “Monitoring and Review Recommendations“: Users are strongly advised to
    monitor model outputs in real-time and conduct manual reviews when necessary
    to prevent the dissemination of inappropriate content.

    “No Default Safety Guarantees“: Unlike standard models, this model has not
    undergone rigorous safety optimization. huihui.ai bears no responsibility for
    any consequences arising from its use.


Melvin56/Qwen3-0.6B-abliterated-GGUF

Original Model : huihui-ai/Qwen3-0.6B-abliterated

Llama.cpp build: 0208355 (5342)

I used imatrix to create all these quants using this Dataset.


CPU (AVX2) CPU (ARM NEON) Metal cuBLAS rocBLAS SYCL CLBlast Vulkan Kompute
K-quants ✅ ✅ ✅ ✅ ✅ ✅ ✅ 🐢5 ✅ 🐢5 ❌
I-quants ✅ 🐢4 ✅ 🐢4 ✅ 🐢4 ✅ ✅ Partial¹ ❌ ❌ ❌
✅: feature works
🚫: feature does not work
❓: unknown, please contribute if you can test it youself
🐢: feature is slow
¹: IQ3_S and IQ1_S, see #5886
²: Only with -ngl 0
³: Inference is 50% slower
⁴: Slower than K-quants of comparable size
⁵: Slower than cuBLAS/rocBLAS on similar cards
⁶: Only q8_0 and iq4_nl

README history 2 versions

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

  1. 2025-05-11Update README.md31030312.7 KB
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  2. 2025-05-11Upload README.md with huggingface_hub85abfb310.7 KB
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