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Author

Dengjia Zhang

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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. · 4 citations
Jun 2026

Multilingual Reasoning Cascades Need More Context

Translation cascades for reasoning translate the query from another language to English, reason in English, and translate the answer back to the original language. This is a competitive approach to multilingual reasoning, but structurally lossy, since each stage discards information later stages may need, including cue...

Arnav Mazumder, Dengjia Zhang, S. Li et al. · 0 citations

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