[KongchangAI]
Unverified50% confidenceOpinionExact time

d1-ultra claims to output calibrated probabilities in a single forward pass, and the authors speculate that it may embed the calibration mechanism directly into the training objective or output layer design rather than relying on post-hoc correction.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/16/2026
First Seen
Valid until: 1/14/2027

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