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Paper · arXiv

Transformer Heads Looking for Order

In this note, we show that the problem of checking, whether a sequence of bits is ordered, is not doable by 1-head 1-layer transformers but is doable by a 2-head 1-layer transformer. Unlike similar previous results, our results assume the model where transformers have an output MLP.

AuthorsJasper van Doornmalen, Alexander Kozachinskiy, Corinna Mathwieser et al.
Primary categorycs.AI
Published22 September 2026
Last updated at source22 September 2026
cs.AIcs.LG
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