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Calibration methods that ignore logit shifts can lead to misleading confidence estimates, but translation-invariant calibrators provide a solution that enhances reliability in semantic segmentation.
Despite the promise of advanced AI agents, even the best performers struggle, with Codex GPT-5.5 only achieving a 42% success rate in complex healthcare tasks.
