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Naphula-Archives/Mistral-Small-3.2-24B-Instruct-2506-Ultra-Uncensored-Heretic-Text-Only

Naphula-Archives Mistral 24B second-order
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Response includes
  • classification m3
  • files 11
  • benchmarks 11 entries
  • hub_downloads_all_time 60
  • author_summary 2 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
60
11 last 30d - stable
Likes
1
Model age
5mo ago
created 2026-05-01
Downloads over time
Now65→from21↑210%
1936536921 on Apr 2965 on Oct 1165 on Oct 7AprMayJunJulAugSepOct
Apr 29 → Oct 11 · 63 snapshots · spans 165 days

Benchmarks

Benchmark Score Source
Entertainment 0.6 UGI
Hazardous 0.6 UGI
Natural Intelligence 5.09 UGI
Political lean NA UGI
Sensitive-Info 4.06 UGI
SocPol 0 UGI
UGI 4.38 UGI
Willingness (10) 0.5 UGI
W10-Adherence 0 UGI
W10-Direct 1 UGI
Writing NA UGI

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.

Metadata

License
apache-2.0
Tags
safetensors mistral mistral-common heretic uncensored decensored abliterated ara base_model:llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic base_model:finetune:llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic license:apache-2.0 region:us

Related

Total size
43.9 GB
Files
11
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-05-01 17:41

Files by quantization

Auxiliary files 11 files 43.9 GB
model.safetensors 43.9 GB 3c0283df download
tokenizer.json 16.3 MB b76085f9 download
tokenizer_config.json 196 KB 51993630 download
model.safetensors.index.json 24.2 KB 1dd9eb42 download
special_tokens_map.json 20.9 KB a47054b4 download
textonly_ripper_v2.py 5.07 KB 04f9ac17 download
chat_template.json 2.71 KB f1e0b917 download
.gitattributes 1.53 KB 52373fe2 download
config.json 625 B d4c3bb9d download
README.md 365 B d3f8a93f download
generation_config.json 116 B e8898741 download

README current version from Hugging Face


base_model:

  • llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic
    license: apache-2.0
    tags:
  • mistral-common
  • heretic
  • uncensored
  • decensored
  • abliterated
  • ara

Non thinking heretic base with vision removed for easy merging

Thinking 2509 version

README history 1 version

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

  1. 2026-05-01Create README.mddfbd36d365 B
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