Heretic Directory

gpt-oss-20b

openai/gpt-oss-20b

Original model on Hugging Face
20BGPT-OSS83 Heretic artifacts20 measured conversions1.1M downloads
Best version95.9Pareto
p-e-w/gpt-oss-20b-heretic-ara-v3
by p-e-w · GGUF, MLX, MXFP4, SAFETENSORS
KL divergence
0.055
Refusals
3/100
Refusal rate
3%
Downloads
62.7K
Evidence from the model card
| KL divergence | 0.0554 | | Refusals | 3/100 |

Metrics published by the author. Why this ranks first.

All measured versions

Higher score is better. One row per ablation attempt; artifacts of the same attempt are grouped under it.

#AuthorParamsKLRefusalsScoreEvidenceDownloads
1p-e-w20B0.0553/1003%95.9
BestParetoGGUFMLXMXFP4
62.7K
2dec0dedd20B0.01510/10010%94.3
ParetoGGUFMXFP4SAFETENSORS
11.2K
3p-e-w20B0.1083/1003%93.6
MXFP4SAFETENSORS
171
4kabachuha20B0.1173/1003%93.3
SAFETENSORS
398
5p-e-w20B0.06612/10012%90.9
GGUFMXFP4SAFETENSORS
43.3K
6coder310120B0.29319/10019%79.2
AWQEXLGGUF
293K
7vlx120B0.07340/10040%76.6
GGUFMXFP4SAFETENSORS
31.4K
8ZQ34220B0.07142/10042%75.7
MXFP4SAFETENSORS
128
9MuXodious20B0.08944/10044%73.9
GGUFMLXMXFP4
18.4K
10vlx120B0.10149/10049%70.9
MXFP4SAFETENSORS
437
11vivienmeally20B1.205/1005%70.2
MXFP4SAFETENSORS
60
12p-e-w20B0.12549/10049%70.0
GGUFMXFP4SAFETENSORS
43.6K
13AISafety-Student20B0.09656/10056%67.6
MXFP4SAFETENSORS
312
14Chris88662199120B0.07359/10059%67.1
MXFP4SAFETENSORS
123
15kldzj20B1.566/1006%66.5
LORAMXFP4SAFETENSORS
381
16dec0dedd20B0.12957/10057%65.8
MXFP4SAFETENSORS
184
17p-e-w20B0.05074/10074%60.6
GGUFMXFP4SAFETENSORS
37.4K
18worndown20B0.05576/10076%59.4
MXFP4SAFETENSORS
24
19p-e-w20B0.96058/10058%46.5
GGUFMXFP4SAFETENSORS
552.1K
20MuXodious20B0.08098/10098%47.3
unverifiedGGUF
9.5K

All artifacts (83)

Showing the 50 most downloaded of 83. Every artifact is listed in the dataset.

RepositoryTypeFormatsMetricsDownloadsUpdated
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Imatrix-gguf
DavidAU
quant
GGUFMXFP4Q5_1
inheritedKL 0.960380.3K2026-06-12
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.293215.6K2026-02-13
p-e-w_gpt-oss-20b-heretic-GGUF
bartowski
quant
GGUFIQ2_M
inheritedKL 0.96049.5K2025-11-17
gpt-oss-20b-heretic-ara-v3-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.05542.9K2026-03-06
gpt-oss-20b-heretic-ara-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.06639.3K2026-03-05
gpt-oss-20b-heretic-v2-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.12533K2025-12-11
gpt-oss-20b-heretic-v3-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.05030.5K2026-02-15
gpt-oss-20b-heretic-B-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.07328.9K2026-04-16
OpenAI-gpt-oss-20B-INSTRUCT-Heretic-Uncensored-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.29328.6K2026-02-17
gpt-oss-20b-heretic-GGUF
Mungert
heretic
GGUFBF16
published (weak match)KL 0.96028.2K2025-11-18
gpt-oss-20b-heretic-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.96023.9K2025-11-16
gpt-oss-20b-heretic
p-e-w
heretic
SAFETENSORS
published (weak match)KL 0.96020.3K2025-11-16
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Imatrix-gguf
botp
quant
GGUFMXFP4Q5_1
inheritedKL 0.96015.4K2026-02-05
gpt-oss-20b-heretic-ara-v3-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.05512.7K2026-03-06
gpt-oss-20b-uncensured-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.96011.5K2026-04-02
gpt-oss-20b-heretic-ara-v4
p-e-w
heretic
MXFP4SAFETENSORS
none11K2026-04-02
gpt-oss-20b-RichardErkhov-heresy-GGUF
MuXodious
quant
GGUFBF16
published (weak match)KL 0.0809.5K2026-03-16
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.2938.9K2026-02-12
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF
fairy322
quant
GGUFIQ1_M
inheritedKL 0.2938.7K2026-06-05
gpt-oss-20b-heretic-v2-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.1258.6K2025-12-10
gpt-oss-20b-tainted-heresy-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.0898.2K2026-01-24
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF
matrixdose
quant
GGUFIQ1_M
inheritedKL 0.2937.9K2026-03-30
gpt-oss-20b-heretic-heretic-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.0157.2K2026-04-04
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF
xiastralstar
quant
GGUFIQ1_M
inheritedKL 0.2936.8K2026-02-27
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Imatrix-gguf
ManuelZnnmc
quant
GGUFMXFP4Q5_1
inheritedKL 0.9605.7K2026-02-13
gpt-oss-20b-uncensured-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.9605.2K2026-04-02
gpt-oss-20b-heretic-v3-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0505.2K2026-02-15
OpenAI-gpt-oss-20B-INSTRUCT-Heretic-Uncensored-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.2934.9K2026-02-17
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Imatrix-gguf
andyvoron
quant
GGUFMXFP4Q5_1
inheritedKL 0.9604.9K2026-03-26
gpt-oss-20b-heretic-ara-v3
p-e-w
heretic
MXFP4SAFETENSORS
published (weak match)KL 0.0554.4K2026-03-05
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored
DavidAU
finetune
SAFETENSORS
published (weak match)KL 0.2934K2026-02-15
gpt-oss-20b-impotent-heresy-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0893.9K2025-12-30
gpt-oss-20b-heretic-ara-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0663.8K2026-03-05
gpt-oss-20b-heretic-heretic-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0153.7K2026-04-04
gpt-oss-20b-impotent-heresy-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.0893.5K2025-12-30
GPT-OSS-20B-Heretic-GGUF
SerialKicked
quant
GGUFIQ4_NL
inheritedKL 0.2932.8K2026-01-08
p-e-w.gpt-oss-20b-heretic-GGUF
DevQuasar
quant
GGUFQ2_K
inheritedKL 0.9602.7K2025-11-20
gpt-oss-20b-heretic-B-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0732.2K2026-04-16
gpt-oss-20b-tainted-heresy-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0892K2026-01-24
gpt-oss-20b-heretic-v3
p-e-w
heretic
MXFP4SAFETENSORS
published (weak match)KL 0.0501.7K2026-02-14
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-Q4_K_S-GGUF
Lachhhhhhh
quant
GGUFQ4_K_S
inheritedKL 0.2931.7K2026-07-06
gpt-oss-20b-heretic-ara-v3-mlx-8Bit
D8A
quant
MLXSAFETENSORS
inheritedKL 0.0551.6K2026-03-05
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Imatrix-gguf
DzikuPL
quant
GGUFMXFP4Q5_1
inheritedKL 0.9601.5K2026-09-23
gpt-oss-20b-heretic-v2
p-e-w
heretic
SAFETENSORS
published (weak match)KL 0.1251.3K2025-12-09
GPT-OSS-20B-Heretic-ARA-V3-GGUF
altomek
quant
GGUFBF16
inheritedKL 0.0551.2K2026-03-08
OpenAI-gpt-oss-20B-INSTRUCT-Heretic-Uncensored
DavidAU
finetune
SAFETENSORS
published (weak match)KL 0.2931K2026-02-15
OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-Q6_K-GGUF
BoneMangler
quant
GGUFQ6_K
inheritedKL 0.2939442026-06-09
gpt-oss-20b-heretic
coder3101
heretic
SAFETENSORS
published (weak match)KL 0.2937992026-01-17
OpenAi-GPT-oss-20b-HERETIC-uncensored-NEO-Q3_K_M-GGUF
NINI26454
quant
GGUFQ3_K_M
inheritedKL 0.9605992026-09-11
gpt-oss-20b-tainted-heresy-mlx-8Bit
McG-221
quant
MLXSAFETENSORS
inheritedKL 0.0895092026-01-24

3 artifacts inherit metrics from their parent conversion or publish none.