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Risk Assessment research benchmarks · SOTA2 Research

Risk Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Legal Risk (test)

0.883Accuracy

7

Apr 28, 2026

73.8AUROC

6

May 12, 2026

68.13Accuracy

6

Feb 26, 2026

CARLA-SR (test)

93.36Accuracy

6

Feb 26, 2026

Risk Assessment benchmark (500-sample)

78.7Macro F1 (> 1)

5

Apr 28, 2026

Risk Assessment 500-sample

85.8Data Exfiltration

5

Apr 28, 2026

DCI Evaluation Suite Risk

8.85Quality Score

5

Mar 13, 2026

Real-world production traffic logs 1:10 positive-to-negative sampling ratio (12/18/25–12/19/25)

0.664PR-AUC

3

Feb 26, 2026

Popular datasets

Risk Assessment EMBED Real-world production traffic logs CARLA-SR DeepAccident

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