Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models

Xiao-Wen Yang, Ziyu Han, Xi-Hua Zhang +4

Looped Language Models (LoopLMs) enable efficient latent reasoning through depth recurrence, yet exhibit unreliable test-time scaling behavior: performance often peaks at a certain…