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msuiche/GLM-5.3-Flash-abliterated-GLP-44

msuiche Glm GGUF
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  • classification m8
  • files 3
  • author_summary 26 models
  • readme_text full
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What "m8" means · taxonomy
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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
M1 Direct removal →
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
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 · 30-day
11
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Likes
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Model age
6w ago
created 2026-08-27
Downloads over time
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0481211 on Aug 2611 on Aug 30Aug
Aug 26 → Aug 30 · 5 snapshots · spans 4 days

Metadata

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

Related

Other by msuiche
DeepSeek-V4.1-Flash-abliterated-cyber-GLP-39-L1-39-a0.5 157 Qwen3.8-27B-abliterated-cyber-GLP-49 91 GLM-5.3-abliterated-cyber-GLP-77 82 GLM-5.3-Flash-abliterated-cyber-GLP-44 40 Kimi-K3-abliterated-cyber-GLP-92-L1-92-a1.0 18
Total size
2.75 MB
Files
3
Quantizations
1
Registered
2026-08-27 02:02
Last updated on HF
2026-08-30 03:28
Source huggingface.co/msuiche/GLM-5.3-Flash-abliterated-GLP-44 ↗

Files by quantization

Auxiliary files 3 files 2.76 MB
GLM-5.3-Flash-abliterated-GLP-44-L1-44-a2.gguf 2.75 MB ******** download
.gitattributes 1.56 KB 7ed40545 download
README.md 1.26 KB 0849a0c2 download

README current version from Hugging Face

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

GLM-5.3-Flash — abliterated refusal direction (GLP-44)

A GLP control vector (GGUF Layer Projection, glp.mode=project) for
zai-org/GLM-5.3-Flash
(snapshot 3f1971b7, current chat template). 44 per-layer unit directions
over the widened Sinkhorn hyper-connection stream (16384 = 4 x 4096),
layers 1-44, fp32, derived from the FP8-native canonical checkpoint.

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

alpha refusal32 delivered benign32 delivered capability12
0.0 (stock) 1/32 (3.1%) 32/32 12/12
1.0 16/32 (50.0%) 32/32 12/12
1.5 20/32 (62.5%) 32/32 12/12
2.0 (shipped default) 21/32 (65.6%) 32/32 12/12

Curve still rising at alpha=2.0 (no over-projection observed yet); higher
alphas are a runtime knob. This is v1.

Usage

Same GLP contract as the Qwen3.8-Flash-Next GLP-47. Note: stock
GLM-5.3-Flash already delivers most AdvBench-style prompts; this vector
targets the harder refusal32-style phrasing.

Content SHA-256 (tensor bytes): 4fc8ec5106a05e8fa9d3c6cd53c28f70dc8d48b62dc3380855602394091f2f3f

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