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cs.CL2026
Generating in the Limit with Infinitely Many Hallucinations
Irene Strauss, Alexandra Butoi, Ryan Cotterell
The classic paradigm of language identification in the limit models learning as a game between an adversary, who reveals strings from an unknown target language, and a learner task…
cs.LG2026
Understanding the Parameter Space Geometry of Transformers Encoding Boolean Functions
Blanka Köver, Alexandra Butoi, Anej Svete +2
Transformers consistently fail to learn certain simple functions that are provably expressible with specific parameter settings. This gap between learnability and expressivity is p…