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cs.CL2025
Probability Distributions Computed by Autoregressive Transformers
Andy Yang, Anej Svete, Jiaoda Li +4
Most expressivity results for transformers treat them as language recognizers -- devices that accept or reject strings -- rather than as they are used in practice: as language mode…
cs.CL2025
Knee-Deep in C-RASP: A Transformer Depth Hierarchy
Andy Yang, Michaël Cadilhac, David Chiang
It has been observed that transformers with greater depth (that is, more layers) have more capabilities, but can we establish formally which capabilities are gained? We answer this…