Transformers represent formal languages more succinctly than Linear Temporal Logic formulas or finite automata. This high expressive power makes verifying transformer properties provably intractable. Researchers categorize this verification task as EXPSPACE-complete. The finding suggests that while these models capture complex patterns efficiently, auditing their internal logic remains computationally prohibitive for practitioners.