Unverified50% confidenceFactExact time
Human-in-the-Loop（HITL）设计模式起源于控制系统理论，后被引入机器学习领域，其实现通常依赖置信度阈值将低置信度决策转入人工审核
1
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50%
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Long-term
Relevance
7/21/2026
First Seen
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Related Claims
VerifiedThe concept of Human-in-the-Loop originates from the fields of cybernetics and machine learning, where it initially referred to humans providing feedback during the model training process to improve model performance.78% similarUnverifiedHuman-in-the-Loop (HITL) originated in the field of machine learning, initially referring to the introduction of human annotation and feedback during model training to improve model quality.76% similarUnverifiedHuman-in-the-loop (HITL) was first widely applied in the active learning domain of machine learning, where the model actively requests human annotation on samples it is uncertain about.74% similarUnverified多智能体系统的每一步决策都有明确的推理链路，与纯黑箱的机器学习模型不同，具有可解释性69% similar
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