Safin-1: Safety from Within through Memory-Native State Evolution

Benchmark Model Rank Results
code-generation-on-humanevalSafin-1-35B-A3B-SFT#29Pass@1: 90.24
code-generation-on-mbppSafin-1-35B-A3B-SFT#37Accuracy: 78.6
language-modelling-on-lambadaKimi Delta Attention with MARCH#39Accuracy: 52.57
mathematical-reasoning-on-aime-2025Safin-1-35B-A3B-SFT#39Accuracy: 80.1
question-answering-on-piqaGated DeltaNet with MARCH#153Accuracy: 66.9
common-sense-reasoning-on-winograndeGated DeltaNet with MARCH#159Accuracy: 52.6