Unverified50% confidenceFactExact time
VeriCUA 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.
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50%
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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% similarUnverifiedVeriCUA's pipeline has two stages: first, it checks the available context and builds a task rubric; then, for requirements not yet resolved, it chooses GUI inspection or code inspection and synthesizes the findings of both under explicit evidence rules.75% similarUnverifiedThe research team trained a classifier based on trace features extracted by VERITAS to distinguish faithful from unfaithful reasoning.74% similarUnverifiedTest-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.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71% similar
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