@article{bridgingtheknowactgapviatasklevelautoreg, title = {Bridging the Know-Act Gap via Task-Level Autoregressive Reasoning}, author = {Jihyun Janice Ahn and Ryo Kamoi and Berk Atil and Renze Lou and WonWoo Kang and Heehyun Park and Sarkar Snigdha Sarathi Das and Zhuoyang Zou and Xiaoxin Lu and Yusen Zhang and Asfahan Shah and Ridwanul Hasan Tanvir and Lingxiao Zhao and Hongxi Huang and Vignesh Venkatesh and Dianjun Lin and Hamid Shah and Wentao Wang and Zhanpeng Song and Joshua Reed Bassin and Dax Patel and Ishan Appareddy Agrahar and Sahil Pardasani and Xin Dong and Fatemeh Rahbari and Benjamin David Rishel and Soochan Andrew Lee and Yuv Boghani and Ali B. AlNaseeb and Pranav Suby and Seokhyeon Bae and Shreya Buddharaju and Damien Kula and Soumyadeep Das and Hanyang Frank Liu and Faye Mo and Wenpeng Yin}, year = {2026}, eprint = {2603.22619}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.22619}, }