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Causal Evidence of Stack Representations in Modeling Counter Languages Using Transformers

Nishit Singh
Jun 3, 2026 at 04:00
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arXiv:2606.03398v1 Announce Type: cross Abstract: Formal languages have proven to be effective conduits to understand the inner mechanisms of transformers. Past work has shown that transformers trained on next token prediction over counter languages learn representations consistent with an underlying stack structure. Beyond representational...

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