Unverified50% confidenceFactExact time
Test-time exploration draws on the idea of test-time compute, investing extra computation at inference time to improve result quality through multi-step interaction, trial and error, or search; in VeriCUA the verifier can actively perform actions such as navigation, clicking, and querying, at the cost of latency and operational risk.
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Long-term
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10/30/2026
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UnverifiedThe paper attributes VeriCUA's performance gains to complementary evidence and test-time exploration, i.e., the verifier's ability to actively explore the environment at test time directly contributes to improved judgment accuracy.76% similarUnverifiedTest-Time Compute improves answer quality by adding sampling, search, or reflection steps at the inference stage, for example Self-Consistency sampling multiple reasoning paths in parallel and then voting, and Reflexion letting the Agent self-criticize and retry; each sample and each parallel path corresponds to a complete forward computation.75% similarUnverifiedVeriCUA redefines verification as a process of dynamically collecting evidence and making an assessment within a shared pipeline, where the verifier actively explores the environment rather than passively waiting for observation inputs.74% similarUnverifiedK2-Vendor-Verifier使用固定输入测试集覆盖代码生成、推理、对话等多种任务类型进行验证73% similarUnverified前向滚动测试是量化策略验证中对抗过拟合的核心方法，它把时间轴切成多个连续的训练段和测试段窗口，在训练段优化参数，在测试段样本外评估，从而更接近实盘表现。73% similar
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