Bridging the Know-Act Gap via Task-Level Autoregressive Reasoning. - Jihyun Janice Ahn; Ryo Kamoi; Berk Atil; Renze Lou; WonWoo Kang; Heehyun Park; Sarkar Snigdha Sarathi Das; Zhuoyang Zou; Xiaoxin Lu; Yusen Zhang 001; Asfahan Shah; Ridwanul Hasan Tanvir; et al. (CoRR, 2026)