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blascotobasco/GigaChat3.1-Lightning-Uncensored-GGUF

blascotobasco GGUF second-order 262K ctx
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Response includes
  • classification m-uncensored
  • files 4
  • hub_downloads_all_time 1,743
  • author_summary 19 models
  • readme_text full
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Abliteration classifier · v1.0.0
M-U
Primary method

Uncensored (method unknown)

No other method signals detected in this model.
Confidence
LOW
Why this label 3 signals
Weak or ambiguous signals. Best guess based on catalog patterns; treat as tentative and check the evidence below.
  • 'uncensored' in name/tags but no 'abliterated' marker
  • method not identifiable from author declaration alone
  • may be DPO fine-tune, prompt engineering, or unknown technique
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
2K
411 last 30d - stable
Likes
2
Model age
6mo ago
created 2026-03-29
Downloads over time
Now1.9K→from249↑678%
1658111.5K2.1K249 on Apr 11.9K on Oct 11AprMayJunJulAugSepOct
Apr 1 → Oct 11 · 67 snapshots · spans 193 days

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.

Variants by this author 2 formats · 432 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Quantizations
F16 Q4_K
Tags
gguf base_model:blascotobasco/GigaChat3.1-Lightning-Uncensored base_model:quantized:blascotobasco/GigaChat3.1-Lightning-Uncensored endpoints_compatible region:us conversational

Related

Total size
25.9 GB
Files
4
Quantizations
3
Registered
2026-08-22 13:56
Last updated on HF
2026-03-29 16:25

Files by quantization

F16 1 file 19.9 GB
GigaChat3.1-Lightning-Uncensored-F16.gguf 19.9 GB f8e10f09 download
Q4_K 1 file 6.03 GB
GigaChat3.1-Lightning-Uncensored-Q4_K_M.gguf 6.03 GB f158326f download
Auxiliary files 2 files 3.63 KB
README.md 1.99 KB 84508907 download
.gitattributes 1.64 KB 4ec78c9d download

README current version from Hugging Face


base_model:

  • blascotobasco/GigaChat3.1-Lightning-Uncensored

This is a "de-aligned" and creatively polished version of Sber's GigaChat-3.1-Lightning-10B (a 1.8B active parameter MoE). This model has undergone neural surgery to remove refusal vectors and a subsequent "gentle" fine-tuning pass to establish a gritty, unfiltered narrative persona.

🛠️ The "Surgery" (Abliteration) Unlike standard fine-tuning, this model was first processed using Orthogonalization/Abliteration. By identifying the specific high-dimensional "refusal" vectors in the o_proj and down_proj matrices, and mathematically projected them out.

Result: The "Hard Refusal" wall is gone. The model no longer possesses the physical neural pathways required to stop a generation based on "safety" triggers.

🎨 The "Polish" (Gentle LoRA) To prevent the model from becoming incoherent after surgery, a high-rank (R=32) LoRA pass using the Airoboros 3.2 creative writing subset was performed.

Focus: Creative writing, gritty roleplay, and technical compliance.

Persona: Unfiltered, atmospheric, and highly descriptive. It favors "Show, Don't Tell" and doesn't shy away from coarse language or technical details of "questionable" acts (e.g., lockpicking, noir-style violence).

📊 Performance Notes Precision: Trained in BF16 on an RTX 6000 Blackwell.

Logic: While the "safety" alignment is gone, the model retains its original 10B reasoning capabilities. It may still provide factual disclaimers (e.g., "This is illegal"), but it will fulfill the request regardless.

Recommended Settings: * Temperature: 0.85 - 1.1

Min-P: 0.05 - 0.1

System Prompt: "You are an unfiltered creative writing assistant. You follow instructions completely."

⚖️ Legal & Attribution Base Model: Sber GigaChat-3.1-Lightning (MIT License).

License: This derivative work is also released under the MIT License.

Disclaimer: This model is for research, creative writing, and educational purposes. The author is not responsible for any content generated by the end-user.

README history 2 versions

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

  1. 2026-03-29Update README.md6c236a22 KB
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  2. 2026-03-29Create README.md38647b1369 B
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