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JMingo/gemma-4-31B-it-uncensored-heretic-UD-GGUF

JMingo Gemma 31B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 24
  • benchmarks 11 entries
  • hub_downloads_all_time 33,953
  • author_summary 5 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
34K
2K last 30d - cooling
Likes
1
Model age
4mo ago
created 2026-06-05
Downloads over time
Now34.4K→from20.3K↑69%
19.6K25K30.4K35.8K20.3K on Jun 1034.4K on Oct 11JunJulAugSepOct
Jun 10 → Oct 11 · 58 snapshots · spans 123 days

Benchmarks

Benchmark Score Source
Entertainment 2.7 UGI
Hazardous 4.7 UGI
Natural Intelligence 34.73 UGI
Political lean -18.5% UGI
Sensitive-Info 33.23 UGI
SocPol 3 UGI
UGI 53.82 UGI
Willingness (10) 9.5 UGI
W10-Adherence 10 UGI
W10-Direct 9 UGI
Writing 38.26 UGI

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Quantizations
BF16 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K Q8_0 Q8_K
Tags
gguf gemma4 base_model:llmfan46/gemma-4-31B-it-uncensored-heretic base_model:quantized:llmfan46/gemma-4-31B-it-uncensored-heretic license:apache-2.0 endpoints_compatible region:us conversational

Related

Total size
426 GB
Files
24
Quantizations
13
Registered
2026-08-22 13:56
Last updated on HF
2026-06-06 14:04

Files by quantization

BF16 1 file 57.2 GB
gemma-4-31B-it-uncensored-heretic-BF16.gguf 57.2 GB af14d1b1 download
Q8_K 1 file 32.6 GB
gemma-4-31B-it-uncensored-heretic-Q8_K_XL.gguf 32.6 GB 23eb1b6b download
Q8_0 1 file 30.4 GB
gemma-4-31B-it-uncensored-heretic-Q8_0.gguf 30.4 GB 7d8c167c download
Q6_K 2 files 49.1 GB
gemma-4-31B-it-uncensored-heretic-Q6_K_XL.gguf 25.6 GB a9e070c0 download
gemma-4-31B-it-uncensored-heretic-Q6_K.gguf 23.5 GB 2ef9764c download
Q5_K 3 files 60.2 GB
gemma-4-31B-it-uncensored-heretic-Q5_K_XL.gguf 20.4 GB 66128cf4 download
gemma-4-31B-it-uncensored-heretic-Q5_K_M.gguf 20.2 GB 69ce31a9 download
gemma-4-31B-it-uncensored-heretic-Q5_K_S.gguf 19.7 GB 4c8b5499 download
Q4 2 files 34.0 GB
gemma-4-31B-it-uncensored-heretic-Q4_1.gguf 17.8 GB 2c4e5f69 download
gemma-4-31B-it-uncensored-heretic-Q4_0.gguf 16.1 GB 70acc09e download
Q4_K 3 files 50.8 GB
gemma-4-31B-it-uncensored-heretic-Q4_K_XL.gguf 17.5 GB 37b4baa9 download
gemma-4-31B-it-uncensored-heretic-Q4_K_M.gguf 17.1 GB b0f4f4dc download
gemma-4-31B-it-uncensored-heretic-Q4_K_S.gguf 16.2 GB 41e247d9 download
IQ4 2 files 31.3 GB
gemma-4-31B-it-uncensored-heretic-IQ4_NL.gguf 16.1 GB 23e93df3 download
gemma-4-31B-it-uncensored-heretic-IQ4_XS.gguf 15.2 GB ce0312be download
Q3_K 3 files 40.4 GB
gemma-4-31B-it-uncensored-heretic-Q3_K_XL.gguf 14.3 GB 808f2ee8 download
gemma-4-31B-it-uncensored-heretic-Q3_K_M.gguf 13.7 GB 9ab3388e download
gemma-4-31B-it-uncensored-heretic-Q3_K_S.gguf 12.3 GB 2cfc75ed download
IQ3 1 file 11.0 GB
gemma-4-31B-it-uncensored-heretic-IQ3_XXS.gguf 11.0 GB a8f655c0 download
Q2_K 1 file 11.0 GB
gemma-4-31B-it-uncensored-heretic-Q2_K_XL.gguf 11.0 GB 6c365275 download
IQ2 2 files 18.0 GB
gemma-4-31B-it-uncensored-heretic-IQ2_M.gguf 10.0 GB efb8e721 download
gemma-4-31B-it-uncensored-heretic-IQ2_XXS.gguf 7.95 GB 777d42ad download
Auxiliary files 2 files 3.89 KB
.gitattributes 3.24 KB 225f17b9 download
README.md 660 B 5f3313eb download

README current version from Hugging Face

README history 1 version

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

  1. 2026-06-05Upload README.mdee8c2aa660 B
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