Thinking Before Constraining: A Unified Decoding Framework for Large Language Models. - Ngoc Trinh Hung Nguyen; Alonso Silva; Laith Y. Zumot; Liubov Tupikina; Armen Aghasaryan; Mehwish Alam (CoRR, 2026)