Oracle（甲骨文）

Barriers to Discrete Reasoning with Transformers: A Survey Across Depth, Exactness, and Bandwidth

Transformer在离散推理中的障碍：深度、精确性与带宽的跨领域综述

Michelle Yuan, Weiyi Sun, Amir H. Rezaeian, Jyotika Singh, Sandip Ghoshal, Yao-Ting Wang, Miguel Ballesteros, Yassine Benajiba

机构 * Oracle AI 纠错

AI总结 本文综述了Transformer在离散推理任务中的理论限制，从电路复杂度、近似理论和通信复杂度三个角度分析了深度、精确性和带宽等障碍，并探讨了模型设计的改进方向。

Comments Accepted to EACL 2026 Main Conference