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🌐 Entity
Calibration (statistics)
Ambiguous term in statistics
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📌 Topics
- AI Evaluation (1)
- Statistical Guarantees (1)
- LLM Optimization (1)
🏷️ Keywords
SCOPE framework (1) · LLM judging (1) · Pairwise evaluation (1) · Statistical calibration (1) · Exchangeability (1) · Miscalibration (1) · Systematic biases (1) · Human preference labels (1)
📖 Key Information
There are two main uses of the term calibration in statistics that denote special types of statistical inference problems. Calibration can mean
a reverse process to regression, where instead of a future dependent variable being predicted from known explanatory variables, a known observation of the dependent variables is used to predict a corresponding explanatory variable;
procedures in statistical classification to determine class membership probabilities which assess the uncertainty of a given new observation belonging to each of the already established classes.
In addition, calibration is used in statistics with the usual general meaning of calibration.
📰 Related News (1)
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🇺🇸 SCOPE: Selective Conformal Optimized Pairwise LLM Judging
arXiv:2602.13110v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used as judges to replace costly human preference lab...
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Exchangeable random variables · 1 shared articles