[KongchangAI]
Unverified50% confidenceFactExact time

The authors added a required provenance field to each judging agent's output schema, both tested models followed it well, the cost was almost zero, and the output went from 'confident' to 'verifiable'.

1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/16/2026
First Seen
Valid until: 10/30/2026

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