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Bridging the Confidence Gap: Temperature Scaling for Calibrating Test-Time Prompt Tuning

Liang, Yuwei et al.
arXiv (OAI Expanded) · Papers
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Test-time prompt tuning (TPT) enables adaptation on a single test instance, achieving improved accuracy but often sacrificing calibration performance. Most existing calibration methods introduce additional regularization terms to promote dispersion across text embeddings and reduce calibration error
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