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Unlocking interpretable uncertainty in LLMs by mapping semantic doubt and certainty anchors to a low-dimensional subspace, outperforming baselines even when controlling for output length.
Jointly summarizing and translating long-form spoken content could revolutionize how we handle multilingual information processing.
