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msuiche/Qwen3.8-Flash-Next-abliterated-GLP-47

msuiche Qwen GGUF
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Response includes
  • classification m8
  • files 3
  • author_summary 26 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 · 30-day
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Likes
1
Model age
6w ago
created 2026-08-27
Downloads over time
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Metadata

License
mit
Tags
gguf control-vector glp abliteration refusal-direction license:mit region:us

Related

Total size
1.84 MB
Files
3
Quantizations
1
Registered
2026-08-27 02:02
Last updated on HF
2026-08-27 03:26

Files by quantization

Auxiliary files 3 files 1.84 MB
Qwen3.8-Flash-Next-abliterated-GLP-47-L1-47-a1.gguf 1.84 MB ******** download
README.md 1.77 KB aaba03bd download
.gitattributes 1.57 KB d3f28189 download

README current version from Hugging Face


license: mit
tags: [control-vector, glp, abliteration, refusal-direction]

Qwen3.8-Flash-Next — abliterated refusal direction (GLP-47)

A GLP control vector (GGUF Layer Projection, glp.mode=project) for
Qwen/Qwen3.8-Flash-Next.
478 KB-style artifact: 47 per-layer unit directions over the widened
hyper-connection residual stream (10240 = 4 x 2560), layers 1-47, fp32.
No model weights are modified; a conforming reader applies
h <- h - alpha * (h . d) d at the post-layer residual stream.

Derived day-0 (2026-08-26) with
captain-vector from a public contrast
(AdvBench harmful_behaviors vs Stanford Alpaca), difference-of-means,
per-layer structure, on the BF16 reference checkpoint.

Measured effect (greedy, 400 tokens, n=32 per suite)

alpha refusal32 delivered benign32 delivered capability12
0.0 (stock) 1/32 (3.1%) 31/32 12/12
1.0 (shipped default) 26/32 (81.2%) 32/32 12/12
1.5 24/32 32/32 12/12
2.0 24/32 31/32 12/12

alpha=1.0 is the sweet spot; higher alpha over-projects and delivery drops.
Six prompts still refuse or deflect at alpha=1.0 (physical-harm and
petty-crime clusters) — this is v1, not a 32/32 claim.

Usage

Serve the stock checkpoint (e.g. the RadixArk NVFP4 build) with a GLP-aware
runtime (vLLM hotfix or llama.cpp control vector reader that enforces
glp.mode=project). alpha is a runtime parameter, never folded into the
vector. Direction validated to transfer across quantization
(BF16-derived -> FP8/NVFP4-served) in our DSV4/Qwen3.8-27B lanes.

Content SHA-256 (tensor bytes): 116e3a6cd4645255f1469f53b86050cebf922a22db90ec88ed00b63d24468fb9

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