Unverified70% confidenceSolutionExact time
Human-in-the-Loop is typically implemented through confidence thresholds for tiered processing, where cases above the threshold are executed automatically and those below the threshold are sent for human review.
2
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70%
Confidence
Long-term
Relevance
8/29/2026
First Seen
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Related Claims
UnverifiedThe Human-in-the-Loop pattern automatically routes cases with confidence below a threshold to a manual review queue.80% similarUnverifiedConfidence thresholds should route low-quality extraction results to human review, rather than sending them directly into downstream automation.75% similarUnverifiedWhen some agents detect that user instructions clearly deviate from the current task, they proactively pause execution and ask for confirmation, but this sacrifices automation, and the threshold for judging "deviation" faces a dilemma of being too sensitive or too sluggish.73% similarUnverifiedA tiered human-machine collaboration threshold strategy is adopted: high-confidence normal parts are released, clear defects are intercepted, and borderline samples are forwarded for manual review.73% similarUnverifiedSome products address this by setting a confidence threshold: when the model's confidence in a decision falls below the set value, a clarification process is triggered; otherwise, the action is executed automatically with the inferred rationale noted for the user to confirm after the fact.73% similar
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