Heretic Directory

FastContext-1.0-4B-SFT

microsoft/FastContext-1.0-4B-SFT

Original model on Hugging Face
4BFastContext3 Heretic artifacts1 measured conversions2.9K downloads
Best version48.1Pareto
Umranz/Leo-Turbo
by Umranz · GGUF, SAFETENSORS
KL divergence
0.063
Refusals
98/100
Refusal rate
98%
Downloads
2.9K
Evidence from the model card
- **Base Model Refusals:** 98 / 100 … - **KL Divergence:** `0.0625`

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
1Umranz4B0.06398/10098%48.1
BestParetoGGUFSAFETENSORS
2.9K

All artifacts (3)

RepositoryTypeFormatsMetricsDownloadsUpdated
Leo-Turbo-i1-GGUF
mradermacher
quant
GGUFIQ1_M
inheritedKL 0.0631.9K2026-06-23
Leo-Turbo-GGUF
mradermacher
quant
GGUFIQ4_XS
inheritedKL 0.0638442026-06-23
Leo-Turbo
Umranz
heretic
SAFETENSORS
published (weak match)KL 0.0631202026-06-22