Beyond Semantics: The Unreasonable Effectiveness of Reasonless Intermediate Tokens. - Kaya Stechly; Karthik Valmeekam; Atharva Gundawar; Vardhan Palod; Subbarao Kambhampati (CoRR, 2025)