Heretic Directory

gemma-4-31B-it-qat-q4_0-unquantized

google/gemma-4-31B-it-qat-q4_0-unquantized

Original model on Hugging Face
31BGemma 422 Heretic artifacts2 measured conversions143.6K downloads
Best version92.7Pareto
llmfan46/gemma-4-31B-it-qat-q4_0-unquantized-uncensored-heretic
by llmfan46 · Heretic v1.2.0 · EXL, GGUF, GPTQ, MLX, NVFP4, SAFETENSORS
KL divergence
0.036
Refusals
11/100
Refusal rate
11%
Downloads
80.1K
Evidence from the model card
| KL divergence | 0.0365 | | Refusals | 11/100 |

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
1llmfan4631B0.03611/10011%92.7
BestParetoEXLGGUFGPTQ
80.1K
2coder310131B0.05611/10011%91.8
GGUFSAFETENSORS
60.1K

All artifacts (22)

RepositoryTypeFormatsMetricsDownloadsUpdated
gemma-4-31B-it-qat-q4_0-uncensored-heretic-GGUF
llmfan46
quant
GGUFQ4_0
published (weak match)KL 0.03638.8K2026-06-15
gemma-4-31B-it-qat-q4_0-unquantized-heretic-i1-GGUF
mradermacher
quant
GGUFQ4_0
inheritedKL 0.05638.7K2026-06-08
gemma-4-31B-it-qat-q4_0-unquantized-uncensored-heretic-i1-GGUF
mradermacher
quant
GGUFQ4_0
inheritedKL 0.03615.4K2026-07-03
gemma-4-31B-it-qat-q4_0-uncensored-heretic-NVFP4-GGUF
llmfan46
quant
GGUFNVFP4Q4_0
published (weak match)KL 0.0366.6K2026-06-11
gemma-4-31B-it-qat-heretic-Q4_K_M
pegasus912
quant
GGUFQ4_K_M
inheritedKL 0.0565.5K2026-06-07
gemma-4-31B-it-qat-q4_0-unquantized-uncensored-heretic-GGUF
mradermacher
quant
GGUFQ4_0
inheritedKL 0.0364.7K2026-06-12
gemma-4-31B-it-heretic-QAT-For-Edge-16G-GGUF
SC117
quant
GGUFQ2_K_L
inheritedKL 0.0564.4K2026-10-03
gemma-4-31B-it-qat-q4_0-unquantized-uncensored-heretic
llmfan46
heretic
SAFETENSORSQ4_0
published (weak match)KL 0.0364.3K2026-06-11
gemma-4-31B-it-qat-q4_0-unquantized-heretic-GGUF
mradermacher
quant
GGUFQ4_0
inheritedKL 0.0564.1K2026-06-08
gemma-4-31B-it-qat-uncensored-heretic-mlx-lm-4Bit
ailexleon
quant
MLXSAFETENSORS
inheritedKL 0.0364.1K2026-07-18
gemma-4-31B-it-qat-heretic-japanese-imatrix-GGUF
OS-Software
quant
GGUFIQ2_S
none3.1K2026-09-13
gemma-4-31B-it-qat-heretic-Q4_0.gguf
pegasus912
quant
GGUFQ4_0
inheritedKL 0.0563.1K2026-06-07
gemma-4-31b-it-qat-heretic-ud-q4-k-xl
pegasus912
quant
GGUF
inheritedKL 0.0562.3K2026-06-07
gemma-4-31B-it-qat-uncensored-heretic-mlx-vlm-4Bit
ailexleon
quant
MLXSAFETENSORS
inheritedKL 0.0362.2K2026-07-18
gemma-4-31B-it-qat-q4_0-uncensored-heretic-NVFP4
llmfan46
quant
NVFP4SAFETENSORSQ4_0
published (weak match)KL 0.0362K2026-06-11
gemma-4-31B-it-qat-q4_0-uncensored-heretic-GPTQ-Int4
llmfan46
quant
GPTQSAFETENSORSQ4_0
published (weak match)KL 0.0361.9K2026-06-11
gemma-4-31B-it-qat-q4_0-unquantized-heretic-GGUF
Stabhappy
quant
GGUFQ4_K_M
inheritedKL 0.0561.1K2026-06-07
gemma-4-31B-it-qat-q4_0-unquantized-heretic
coder3101
heretic
SAFETENSORSQ4_0
published (weak match)KL 0.0569092026-06-06
gemma-4-31B-it-qat-w4a16-ct-heretic-merged-direct
wnfldchen
heretic
LORASAFETENSORS
noneKL 0.0901712026-08-14
gemma-4-31B-it-qat-q4_0-unquantized-uncensored-heretic-exl3-mul1
DBMe
quant
EXLQ4_0
inheritedKL 0.036802026-07-15
gemma-4-31B-it-qat-q4_0-unquantized-heretic-merged
wnfldchen
quant
LORASAFETENSORSQ4_0
noneKL 0.090402026-08-14
gemma-4-31B-it-qat-q4_0-unquantized-heretic
wnfldchen
heretic
LORASAFETENSORSQ4_0
noneKL 0.09002026-07-22

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