---
metadata:
  - name: generator
    content: Diplodoc Platform v5.54.5
alternate:
  - https://catboost.ai/docs/en/references/eval-metric__supported-metrics.md
  - href: en/references/eval-metric__supported-metrics.md
    type: text/markdown
    title: Markdown version
  - href: ../llms.txt
    type: text/markdown
    title: llms.txt
---
> **Documentation Index:** Fetch the complete configuration index at https://catboost.ai/docs/en/llms.txt

# Supported metrics for overfitting detection and best model selection

- RMSE
- Logloss
- MAE
- CrossEntropy
- Quantile
- LogLinQuantile
- Lq
- MultiRMSE
- MultiClass
- MultiClassOneVsAll
- MultiLogloss
- MultiCrossEntropy
- MAPE
- Poisson
- PairLogit
- PairLogitPairwise
- QueryRMSE
- QuerySoftMax
- GroupQuantile
- Tweedie

- SMAPE
- Recall
- Precision
- F
- F1
- TotalF1
- Accuracy
- BalancedAccuracy
- BalancedErrorRate
- Kappa
- WKappa
- LogLikelihoodOfPrediction
- AUC
- QueryAUC
- R2
- FairLoss
- NumErrors
- MCC
- BrierScore
- HingeLoss
- HammingLoss
- ZeroOneLoss
- MSLE
- MedianAbsoluteError
- Cox
- Huber
- Expectile
- MultiRMSE
- PairAccuracy
- QueryAverage
- PFound
- NDCG
- DCG
- FilteredDCG
- NormalizedGini
- PrecisionAt
- RecallAt
- MAP