Kalman Delta Networks: Uncertainty-aware Associative Memory

Benchmark Model Rank Results
common-sense-reasoning-on-arc-easyIsotropic KDN (1.3B)#36Accuracy: 74.71
language-modelling-on-lambadaDiagonal KDN + SWA (1.3B)#41Accuracy: 51.99
language-modelling-on-lambadaDiagonal KDN (1.3B)#78Perplexity: 9.75
question-answering-on-natural-questionsDiagonal KDN (1.3B)#55EM: 23.63
common-sense-reasoning-on-winograndeIsotropic KDN (1.3B)#110Accuracy: 61.33
question-answering-on-piqaDiagonal KDN (1.3B)#120Accuracy: 74.21
sentence-completion-on-hellaswagDiagonal KDN (1.3B)#147Accuracy: 60.68