Analysis of Optimality of Large Language Models on Planning Problems. - Bernd Bohnet; Michael C. Mozer; Kevin Swersky; Wil Cunningham; Aaron Parisi; Kathleen Kenealy; Noah Fiedel (CoRR, 2026)