Virginia Ceccatelli
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Uncertainty in the Verbalizable Workspace
On LessWrong, Virginia Ceccatelli and coauthors present an uncertainty-estimation method for reasoning models, building four directions in hidden-state space, which they combine with token entropy into a readout called the U-lens. They report it helps spot likely wrong answers, and that longer reasoning traces tend to accompany wrong answers.