APA (7th ed.) Citation

Xue, Y., Zhang, A., Huang, J., Sahai, A., & Mirzasoleiman, B. (2026). Beyond What Seems Necessary: Hidden Gains from Scaling Training-Time Reasoning Length under Outcome Supervision.

Chicago Style (17th ed.) Citation

Xue, Yihao, Allan Zhang, Jianhao Huang, Amit Sahai, and Baharan Mirzasoleiman. Beyond What Seems Necessary: Hidden Gains from Scaling Training-Time Reasoning Length Under Outcome Supervision. 2026.

MLA (9th ed.) Citation

Xue, Yihao, et al. Beyond What Seems Necessary: Hidden Gains from Scaling Training-Time Reasoning Length Under Outcome Supervision. 2026.