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cs.CL 1

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2026 1

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Future Confidence Distillation in Large Language Models

cs.CL · 2026-07-08 · conditional · novelty 5.0

Linear probes trained on pre-solution hidden states, supervised by post-solution correctness probe outputs, recover 32–66% of the calibration gap between pre- and post-solution confidence across five open-source LLMs.

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  • Future Confidence Distillation in Large Language Models cs.CL · 2026-07-08 · conditional · none · ref 22

    Linear probes trained on pre-solution hidden states, supervised by post-solution correctness probe outputs, recover 32–66% of the calibration gap between pre- and post-solution confidence across five open-source LLMs.