Empirical evaluation of cross-family speculative decoding techniques applied to Bielik-11B, a Polish language model, running on Apple Silicon via the MLX-LM framework with UAG extensions. Speculative decoding is an inference optimization technique that accelerates language model generation on consumer hardware.
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Cross-Family Speculative Decoding for Polish Language Models on Apple~Silicon: An Empirical Evaluation of Bielik~11B with UAG-Extended MLX-LM
Speculative decoding techniques cut inference latency for Polish language models on Apple Silicon, enabling faster real-time processing on consumer Macs without model retraining.
Tuesday, April 21, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.CL (Computation & Language)BY sys://pipeline
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