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Language Modeling on SlimPajama-672B (val)

8.09Validation PerplexityKLA
8.03728.39368.759.1064May 9, 2026

Evaluation results

MethodLinks
KLAModel Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.058.09
DeltaNetModel Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.058.26
GLAModel Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.058.42
GDNModel Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.058.5
LonghornModel Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.058.79
Mamba2Model Scale=0.4B, Training Budget=1B-token, Training Context=4K2026.059.41