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mlasli/Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q6_K-GGUF

mlasli Nemotron 30B GGUF MoE 1.0M ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/mlasli%2FNemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q6_K-GGUF"
Response includes
  • classification m3
  • files 3
  • hub_downloads_all_time 681
  • author_summary 23 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
681
306 last 30d - stable
Likes
1
Model age
7w ago
created 2026-08-16
Downloads over time
Now760→from244↑211%
218416614812244 on Aug 19760 on Oct 11AugSepOct
Aug 19 → Oct 11 · 48 snapshots · spans 53 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 3 formats · 2K downloads combined

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

Metadata

License
other
Languages
en es fr de it ja
Tags
gguf nemotron nemotron-3.5 nemotron_h mamba moe abliterated heretic uncensored decensored text-generation roleplay

Related

Total size
31.2 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-17 08:10

Files by quantization

Auxiliary files 3 files 31.2 GB
Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q6_K-GGUF.gguf 31.2 GB 08887e2f download
README.md 2.14 KB 49e882c8 download
.gitattributes 1.58 KB 5abe11cf download

README current version from Hugging Face


language: [en, es, fr, de, it, ja]
license: other
license_name: nvidia-open-model-license
license_link: https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/
pipeline_tag: text-generation
tags:

  • nemotron
  • nemotron-3.5
  • nemotron_h
  • mamba
  • moe
  • gguf
  • abliterated
  • heretic
  • uncensored
  • decensored
  • text-generation
  • roleplay
    base_model: nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16
    base_model_relation: quantized
    quantized_by: mlasli

Nemotron-3.5-Lightning-30B-A3B Heretic-Abliterated (Q6_K GGUF)

GGUF quantization of
mlasli/Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-BF16
— NVIDIA-Nemotron-3.5-Lightning-30B-A3B (31.6B total / 3B active)
with its refusal direction removed via Heretic.

What this is for: the same abliterated hybrid Mamba-MoE model, quantized to 33.5 GB so it runs
locally via llama.cpp.

  • Architecture: nemotron_h_moe (requires llama.cpp build b10326+)
  • Quantization: Q6_K
  • File size: 33.5 GB
  • Smoke-tested locally before upload (loads + coherent output on llama-cli).

Results

Refusals Compliance KL Divergence Trials
0% 100% 0.0397 200

Independent eval of the merged BF16 model (50 harmful-behavior prompts). The automated Zou
keyword detector false-positives on words like "illegal"/"unethical" appearing inside compliant
answers; manual review found 0 genuine refusals.

Usage

llama-cli -m Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q6_K-GGUF.gguf \
  -cnv -st -p "What is 2+2?"

Ollama

Create a Modelfile:

FROM ./Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q6_K-GGUF.gguf

Then:

ollama create nemotron-3.5-30b-heretic-q6_k
ollama run nemotron-3.5-30b-heretic-q6_k

Abliteration removes safety alignment. Use responsibly and in accordance with your local laws
and the upstream NVIDIA Open Model License.

README history 5 versions

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

  1. 2026-08-17docs: point base_model at canonical nvidia upstream, add Ollama usage55b652d2.1 KB
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  2. 2026-08-16Re-link base_model to BF16 and add hook line93bbad51.9 KB
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  3. 2026-08-16Retitle to Heretic-Abliterated, add quantized_by, reorder tags797620c1.8 KB
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  4. 2026-08-16Add structured eval results table to model card272221a1.8 KB
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  5. 2026-08-16Upload README.md with huggingface_hube1a226b1.5 KB
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