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Root Cause Analysis research benchmarks · SOTA2 Research

Root Cause Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AIOps Hard 2025

Qwen3-Next-80b-a3b-Thinking

27.4Accuracy

17

May 6, 2026

Fault injection Mid (unseen)

79Accuracy (%)

17

May 6, 2026

SFT data Easy (seen)

77.4Accuracy (%)

17

May 6, 2026

Petshop temporal traffic scenario

100Recall@1

16

May 12, 2026

Petshop high traffic scenario

83Recall@1

16

May 12, 2026

Petshop low traffic scenario

88Recall@1

16

May 12, 2026

CausRCA Probe (Sub)

45MAP@3

15

May 12, 2026

CausRCA Hydraulics (Sub)

98MAP@3

15

May 12, 2026

CausRCA Coolant (Sub)

100MAP@3

15

May 12, 2026

CausRCA Probe (Full)

6MAP@3

14

May 12, 2026

CausRCA Hydraulics (Full)

66MAP@3

14

May 12, 2026

CausRCA Coolant (Full)

63MAP@3

14

May 12, 2026

92AVG@5

12

Jul 2, 2026

85AVG@5

12

Jul 2, 2026

50-node ER graph 70% corruption

87Top-1 Accuracy

11

Jun 5, 2026

50-node ER graph (50% corruption)

87Top-1 Accuracy

11

Jun 5, 2026

50-node ER graph (30% corruption)

88Top-1 Accuracy

11

Jun 5, 2026

ER graph 50-node XGES-estimated

87Top-1 Accuracy

11

Jun 5, 2026

ER graph 50-node GT

88Top-1 Accuracy

11

Jun 5, 2026

Linear-SCM synthetic graphs n=800 (test)

100Precision@5

11

Jun 5, 2026

Linear-SCM graphs n=400 synthetic (test)

100Precision@5

11

Jun 5, 2026

Linear-SCM synthetic graphs (n=200) (test)

99Precision@5

11

Jun 5, 2026

Linear-SCM graphs (n=100) synthetic (test)

97Precision@5

11

Jun 5, 2026

69Top-1 Accuracy

11

Jun 5, 2026

Smooth Traversal

43Top-1 Accuracy

11

Jun 5, 2026

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