AIBullisharXiv – CS AI · 7h ago7/10
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T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models
Researchers propose T1, a tool-integrated verification framework that enables small language models to effectively verify outputs during test-time compute scaling by offloading memorization-heavy tasks to external tools. The approach demonstrates that a 1B parameter model can outperform an 8B model on mathematical benchmarks when equipped with tool integration, addressing a critical limitation in deploying smaller models at inference time.
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