Model techniques map
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specific method · filed under evaluation

Independent quality-inspection agent

An independent agent reviews environments and solver trajectories for issues such as factual errors, evaluation mismatches, and hackability risks.

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Then, multiple distinct agents attempt the task, and an independent quality-inspection agent reviews the environment together with the solving agents’ trajectories, checking for environment issues, factual errors, mismatches between evaluation points and task descriptions, and hackability risks.

usedunclearin DeepSeek-V4.1-FlashDeepSeek

an independent quality-inspection agent reviews the environment together with the solving agents’ trajectories, checking for environment issues, factual errors, mismatches between evaluation points and task descriptions, and hackability risks

useddata curationin DeepSeek-V4.1 RL training dataDeepSeek

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Other methods under evaluation :: judge.