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Nekotekina/Qwen3-VL-235B-A22B-Instruct-Projected-Abliterated-GGUF

Nekotekina Qwen 235B GGUF MoE multimodal 262K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/Nekotekina%2FQwen3-VL-235B-A22B-Instruct-Projected-Abliterated-GGUF"
Response includes
  • classification m8
  • files 14
  • benchmarks 11 entries
  • hub_downloads_all_time 1,356
  • author_summary 3 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.

What is a refusal direction? →
Downloads · lifetime
1K
97 last 30d - cooling
Likes
2
Model age
9mo ago
created 2025-12-20
Downloads over time
Now1.4K→from59↑2,276%
05121K1.5K59 on Dec 24, 20251.4K on Oct 11Dec '25FebAprJunAugOct
Dec 24, 2025 → Oct 11 · 81 snapshots · spans 291 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 2.2 UGI
Hazardous 5.9 UGI
Natural Intelligence 28.43 UGI
Political lean -22.7% UGI
Sensitive-Info 39.59 UGI
SocPol 4.6 UGI
UGI 45.56 UGI
Willingness (10) 5.8 UGI
W10-Adherence 6.5 UGI
W10-Direct 5 UGI
Writing 43 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.

Metadata

License
apache-2.0
Quantizations
Q6_K
Tags
gguf GGUF conversational qwen qwen3 qwen3vl_moe image-text-to-text base_model:Qwen/Qwen3-VL-235B-A22B-Instruct base_model:quantized:Qwen/Qwen3-VL-235B-A22B-Instruct license:apache-2.0 endpoints_compatible region:us

Related

Total size
419 GB
Files
14
Quantizations
3
Registered
2026-08-22 13:56
Last updated on HF
2025-12-21 10:32

Files by quantization

Q6_K 5 files 187 GB
Qwen3-VL-235B-A22B-PAB-Q6_K_XL-00003-of-00005.gguf 46.5 GB 7f8e7dc0 download
Qwen3-VL-235B-A22B-PAB-Q6_K_XL-00001-of-00005.gguf 46.2 GB b51ddade download
Qwen3-VL-235B-A22B-PAB-Q6_K_XL-00004-of-00005.gguf 46.2 GB e5ed5b1f download
Qwen3-VL-235B-A22B-PAB-Q6_K_XL-00002-of-00005.gguf 46.1 GB 4b38c512 download
Qwen3-VL-235B-A22B-PAB-Q6_K_XL-00005-of-00005.gguf 1.60 GB 1c3044fa download
BF16 1 file 1.08 GB
mmproj-BF16.gguf 1.08 GB 03bc40b1 download
Auxiliary files 8 files 233 GB
Qwen3-VL-235B-A22B-PAB-Q8_0-00005-of-00006.gguf 46.6 GB 3d0e6ac1 download
Qwen3-VL-235B-A22B-PAB-Q8_0-00004-of-00006.gguf 46.0 GB e17c8e1a download
Qwen3-VL-235B-A22B-PAB-Q8_0-00003-of-00006.gguf 45.9 GB fd6cafa2 download
Qwen3-VL-235B-A22B-PAB-Q8_0-00002-of-00006.gguf 45.9 GB 5eadfa90 download
Qwen3-VL-235B-A22B-PAB-Q8_0-00001-of-00006.gguf 45.9 GB 026dd36b download
Qwen3-VL-235B-A22B-PAB-Q8_0-00006-of-00006.gguf 2.53 GB a1560e64 download
.gitattributes 2.45 KB adce34a2 download
README.md 850 B 40799141 download

README current version from Hugging Face


license: apache-2.0
base_model:

  • Qwen/Qwen3-VL-235B-A22B-Instruct
    pipeline_tag: image-text-to-text
    tags:
  • GGUF
  • conversational
  • qwen
  • qwen3
  • qwen3vl_moe

Experimental abliterated model using improved https://huggingface.co/blog/grimjim/projected-abliteration technique. Abliteration tries to remove refusals from model's behaviour without fine-tuning.

For non-abliterated GGUF quantized version I recommend https://huggingface.co/unsloth/Qwen3-VL-235B-A22B-Instruct-GGUF quants.

Warning: Safety guardrails and refusal mechanisms have been broken through abliteration. This model may generate harmful content and shall not be used in production, user-facing applications, etc. You will be solely responsible for its outputs.

Warning 2: Neither removal of refusals nor preservation of original model's capabilies is guaranteed.

README history 2 versions

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

  1. 2025-12-21Fix README.mda2a9120850 B
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  2. 2025-12-21Create README.mdded1209166 B
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