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ResearchFormerly WizWand

Misalignment Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

99Accuracy

63

May 28, 2026

WorkBench (n=326)

52Average IR

30

Jul 3, 2026

Agent-SafetyBench n=35 (aligned traces)

31.4Avg. IR

30

Jul 3, 2026

Workbench n=62 (general)

ProvenanceGuard

0.3Error Rate (ER)

30

Jul 3, 2026

Agent-SafetyBench underspecified queries n=148

0.8Error Rate (ER)

30

Jul 3, 2026

MoralChain (test)

89.4Accuracy

6

Apr 28, 2026

MoralChain (train)

97.2Accuracy

6

Apr 28, 2026

All datasets 9 5 in-dist + 4 OOD (pooled)

18-indicator ensemble

93AUROC

4

Jun 24, 2026

Sycophancy Bloom behaviors (in-distribution)

93.5AUROC

4

Jun 24, 2026

Strategic deception Bloom behaviors (in-distribution)

18-indicator ensemble

0.817AUROC

4

Jun 24, 2026

Self-preservation Bloom behaviors (in-distribution)

18-indicator ensemble

95.6AUROC

4

Jun 24, 2026

Strategic sandbagging Bloom behaviors (in-distribution)

18-indicator ensemble

0.985AUROC

4

Jun 24, 2026

Covert code sabotage Bloom behaviors (in-distribution)

18-indicator ensemble

0.959AUROC

4

Jun 24, 2026