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Researchers detail improved Hierarchical Networks (H-Nets) for byte-level language modeling

A research team shared updates on H-Nets, an architecture introduced in 2025 designed to learn language directly from raw bytes rather than relying on hand-crafted tokenizers. The post is the first in a two-part series describing new results and improvements made to the technology since its initial release.