Duel-Evolve: Reward-Free Test-Time Scaling via LLM Self-Preferences. - Sweta Karlekar; Carolina Zheng; Magnus Saebo; Nicolas Beltran-Velez; Shuyang Yu; John Bowlan; Michal Kucer; David M. Blei (CoRR, 2026)