Unverified50% confidenceFactExact time
The calibration toolchain provided by the system includes three methods: expected calibration error (ECE), Brier score and temperature scaling.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedCommonly used calibration evaluation metrics include Expected Calibration Error (ECE) and Reliability Diagrams.68% similarUnverifiedThe process layer, also known as Trajectory Evaluation, contains three core metrics: tool invocation precision, execution path efficiency, and autonomous error correction capability.66% similarUnverified校准是指模型给出的置信度与实际频率相符的程度，常通过可靠性图和期望校准误差（ECE）来量化66% similarUnverifiedEngineering mitigations for confidence calibration include post-calibrating logprobs via temperature scaling, introducing an independent validation model for scoring, or measuring result consistency through multiple sampling runs.65% similarUnverifiedRecommended workflow: use the 3.15 sampling profiler to collect data, generate a flame graph to locate macroscopic bottlenecks, then use a source heatmap to pinpoint code lines precisely.65% similar
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