T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models 事件

T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models arXiv:2504.04718v2 Announce Type: replace Abstract: Recent studies have demonstrated that test-time compute scaling effectively improves the performance of small language models (sLMs). However, prior research has mainly examined test-time compute scaling with an additional larger model as a verifier, leaving verification by sLMs underexplored. In this work, we investigate whether sLMs can reliably verify th