Outlier Research
Collection
V3.3 preview + legacy V1/V2 checkpoints. Preserved for reproducibility and historical interest. For current production work, use the V3.2 collection. • 4 items • Updated
âš Superseded. This is the V2 release of Outlier-10B, preserved for reproducibility. Use Outlier-10B-V3.2 for current work.
V3.2 and later apply the alpha-fix scalar correction (+1.61pp at 70B per registry E05) and incorporate the expert-paging three-tier memory architecture. Legacy releases do not.
V2 release. Use V3.2 for current work.
@misc{outlier2026,
author = {Kerr, Matt},
title = {Outlier: Ternary Mixture-of-Experts for Consumer Hardware},
year = {2026},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/Outlier-Ai}}
}