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cs.CL2026
Zarya: A Hybrid Autoregressive--Masked Diffusion Language Model with Flexible Training and Dual-Mode Inference
Leonid Sinev, Ilya Koziev, Vladislav Leshchuk
Autoregressive language models (ARMs) are constrained by sequential, left-to-right generation, while masked diffusion models (MDMs) enable parallel decoding but suffer from high co…
cs.CL2026
Evaluating Losslessness in Speculative Decoding Under Finite-Precision Inference
Ilya Koziev, Leonid Sinev, Ivan Oseledets
Lossless speculative decoding is typically defined at the algorithmic level: a speculative procedure proposes multiple tokens and a verification procedure is designed to preserve t…