Author

Patrick Haller

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Preprint Oct 2026

PACE: Periodic and Channel-Aligned Encoding of Four-Bit Recurrent States

Linear-attention language models keep their context in a recurrent state of fixed size, where an inference system stores one copy of this state for every sequence it decodes at the same time. Storing the state at lower precision therefore lets more sequences share an accelerator. Existing state quantizers round the sta...

Patrick Haller, Filipe Laitenberger, Alan Akbik · 0 citations

#natural language process... Jan 2026

What Matters When Building Universal Multilingual Named Entity Recognition Models?

Otter is presented, a small encoder model that achieves consistent improvements over strong multilingual NER baselines, outperforming similarly sized models by 5.7 percentage points in F1.

Jonas Golde, Patrick Haller, Alan Akbik · arXiv.org · 1 citation