Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression.

arXiv:2510.01581v2 Announce Type: replace-cross Abstract: Recent thinking models are capable of solving complex reasoning tasks by scaling test-time compute, but this scaling should be allocated in line with task difficulty. On one hand, short reasoning (under