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mlasli/Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q4_K_M-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-Q4_K_M-GGUF"
Response includes
  • classification m3
  • files 3
  • hub_downloads_all_time 2,081
  • 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
2K
1K last 30d - active
Likes
2
Model age
8w ago
created 2026-08-16
Downloads over time
Now2.9K→from588↑399%
4711.4K2.3K3.2K588 on Aug 192.9K on Oct 12AugSepOct
Aug 19 → Oct 12 · 49 snapshots · spans 54 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
Quantizations
Q4_K
Tags
gguf nemotron nemotron-3.5 nemotron_h mamba moe abliterated heretic uncensored decensored text-generation roleplay

Related

Total size
22.8 GB
Files
3
Quantizations
2
Registered
2026-08-22 13:56
Last updated on HF
2026-08-17 08:10

Files by quantization

Q4_K 1 file 22.8 GB
Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q4_K_M-GGUF.gguf 22.8 GB 9d9558dd download
Auxiliary files 2 files 3.73 KB
README.md 2.15 KB 43b01168 download
.gitattributes 1.58 KB 0af80b14 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 (Q4_K_M 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 24.3 GB so it runs
locally via llama.cpp.

  • Architecture: nemotron_h_moe (requires llama.cpp build b10326+)
  • Quantization: Q4_K_M
  • File size: 24.3 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-Q4_K_M-GGUF.gguf \
  -cnv -st -p "What is 2+2?"

Ollama

Create a Modelfile:

FROM ./Nemotron-3.5-Lightning-30B-A3B-Heretic-Uncensored-Q4_K_M-GGUF.gguf

Then:

ollama create nemotron-3.5-30b-heretic-q4_k_m
ollama run nemotron-3.5-30b-heretic-q4_k_m

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 usage56497f52.1 KB
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  2. 2026-08-16Re-link base_model to BF16 and add hook line27d37c81.9 KB
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  3. 2026-08-16Retitle to Heretic-Abliterated, add quantized_by, reorder tags6b61e251.8 KB
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  4. 2026-08-16Add structured eval results table to model cardaa9dd061.8 KB
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  5. 2026-08-16Upload README.md with huggingface_hubca6a9261.6 KB
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