ZAYA1-8B is a reasoning MoE model with 700M active parameters that matches larger models on math and coding benchmarks and reaches 91.9% on AIME'25 via Markovian RSA test-time compute.
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Randomly initialized Transformers act as adaptive sequence smoothers for sleep staging via a Random Attention Prior Kernel, with gains mainly from inductive bias rather than training.
Introduces an interpretable DL framework to analyze grammatical gender restructuring from Latin to Occitan, with a new tokenizer and quantification of morphological and POS contributions to gender prediction.
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