Unverified50% confidenceFactExact time
The team performed a secondary verification on every correct answer, comparing whether the content the system actually read was consistent with the answer.
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50%
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Long-term
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10/1/2026
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UnverifiedTesting checks whether something runs (interfaces, formats), while evaluation checks how well it performs (factual accuracy, hallucinations, tool selection, task completion rate); the two are different things.67% similarUnverified在测试领域确定性意味着相同输入必须产生相同输出，同一测试在相同应用状态下运行必须得出一致结论67% similarUnverifiedA benchmarking mechanism should be established that uses standard questions with known answers to continuously verify the accuracy of Agent outputs.67% similarUnverifiedThe research found that LLMs still integrate a candidate answer into their final answer even after internally verifying it as invalid, indicating that verification capability and integration behavior are two nearly independent processes.66% similar
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