Author

Alexander Martin

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#machine learning Apr 2026

Unified Multimodal Uncertain Inference

CLUE (Calibrated Latent Uncertainty Estimation), which combines self-consistent teacher calibration and distribution-based confidence probing to produce calibrated predictions, is introduced, which achieves equivalent or stronger performance than zero-shot baselines up to 32B parameters across all modalities.

Dengjia Zhang, Alexander Martin, William Jurayj et al. · arXiv.org · 4 citations