Deep Papers
Deep Papers
Arize AI
TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture
23 minutes Posted Nov 24, 2025 at 6:00 pm.
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We dive into the latest paper from Google and a team of academic researchers: "TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture." Hear from one of the paper's authors — Yongchao Chen, Research Scientist — walks through the research and its implications. The paper proposes Tool-Use Mixture (TUMIX), an ensemble framework that runs multiple agents in parallel, each employing distinct tool-use strategies and answer paths. Agents in TUMIX iteratively share and refine responses ba...