Author

Tomasz Limisiewicz

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Preprint Aug 2026

Dynamic Multi-Byte Prediction With Hierarchical Language Models

It is shown that multi-byte prediction strikes a Pareto-optimal trade-off across multiple generative tasks, instruction following, question answering, summarization, and machine translation, achieving the best trade-off between performance and inference throughput.

Abraham Toluwase Owodunni, C. Okocha, Christan Grant et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Breaking the Token Ceiling: Distilling Smaller, Stronger Byte Models

Small models are made more capable through distillation from a larger one that shares their tokenization scheme. However, do distilled byte and token models behave similarly in terms of scaling trends as compute and data increases? To enable this comparison, we introduce two variants to efficiently convert token logits...

Kalyani Marathe, Artidoro Pagnoni, Tomasz Limisiewicz et al. · 0 citations