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2 results for "confidence"
- ai · arxiv/cs.LG · 8 min
Model Architecture Controls Whether Errors Stay Hidden
Transformer design determines if internal decision signals remain observable after training, independent of output confidence metrics.
Apr 29, 2026 Read → - ai · arxiv/cs.LG · 4 min
LLMs use hidden confidence signals to detect and fix their own errors
Research shows large language models maintain a second-order evaluative signal that predicts error detection and self-correction beyond what their output probabilities reveal.
Apr 27, 2026 Read →