AI2's byteification method lands in Nature, extends Bolmo to Qwen and Llama

allen_ai · x · 2026-10-07

The Allen Institute for AI announced that its Nature-accepted paper on retrofitting LLMs to operate directly over bytes — the approach behind Bolmo — with a two-stage "byteification" procedure that converts subword-based models into byte-level ones approaching their performance.

The motivation: subword tokenization obscures fine-grained character-level information, hurting code, math and biological sequences. AI2 also released new checkpoints extending the method from Olmo to Qwen and Llama.

Related event: AI2's byte-level language model Bolmo published in Nature with open weights(6 posts)→

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