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Author

Naoya Inoue

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#machine learning Preprint Sep 2026

Rethinking Contextualization by Reinterpreting Attention Head Channels

It is found and estimated that different words carry different amounts of information, and less-informative words tend to absorb more contextual information, and finer-grained selectivity enables more precise routing to promote information transmission between matched words.

Hakaze Cho, Hao-Lin Yang, Zhun Sun et al. · 0 citations
Preprint Aug 2026

Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes

A second, semantic draft source is proposed: the same pool, re-keyed by the hidden state the verifier has already computed at each committed token, together with a merge that lets it ride inside an existing lexical drafter's tree.

Tao Jin, P. Nguyen, Zhenzhu Yan et al. · 0 citations

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