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Zero-shot Word Prediction on LAMBADA

24.16AccuracyYat (pn+α)
23.400823.597923.79523.9921May 5, 2026

Evaluation results

MethodLinks
Yat (pn+α)Parameterization=per-neuron, Scaling=learnable per-channel, Model size=261M, Training tokens=5.2B C4, Evaluation mode=zero-shot2026.0524.16
Yat (sb+α)Parameterization=shared (b, ε), Scaling=learnable per-channel, Model size=261M, Training tokens=5.2B C4, Evaluation mode=zero-shot2026.0523.8
Yat (pn+ca)Parameterization=per-neuron, Scaling=constant per-channel, Model size=261M, Training tokens=5.2B C4, Evaluation mode=zero-shot2026.0523.79
GELUArchitecture=GELU MLP, Model size=261M, Training tokens=5.2B C4, Evaluation mode=zero-shot2026.0523.59
Yat (sb+ca)Parameterization=shared (b, ε), Scaling=constant per-channel, Model size=261M, Training tokens=5.2B C4, Evaluation mode=zero-shot2026.0523.43