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Papers Benchmarks Datasets Tasks

Root Cause Analysis research benchmarks – Page 2 · SOTA2 Research

Root Cause Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Smooth Traversal

100Top-1 Accuracy

11

Jun 5, 2026

77Top-1 Accuracy

11

Jun 5, 2026

100Top-1 Accuracy

11

Jun 5, 2026

Synthetic Graph n=80

58Top-5 Precision

11

Jun 5, 2026

Synthetic Graph n=60

58Top-5 Precision

11

Jun 5, 2026

Synthetic Graph n=40

0.61Top-5 Precision

11

Jun 5, 2026

OB (OnlineBoutique) (test)

61.1PR@1

9

Mar 24, 2026

RE3OB Online Boutique with code-level faults

67F1 Top-1 Accuracy

9

Feb 26, 2026

RE2TT (Train Ticket with multimodal data)

0.47CPU Top-1

9

Feb 26, 2026

RE3TT Train Ticket with code-level faults

1F1@1

9

Feb 26, 2026

RCAEval Overall All nine datasets (RE1OB-RE3TT) 1.0

68Top-1 Accuracy

9

Feb 26, 2026

AIOps Product Review and Cloud Computing (test)

30MAP@5

9

Feb 26, 2026

29Avg@5

8

Jul 2, 2026

PetShop (temporal traffic, availability)

100Top-3 Recall

8

May 12, 2026

PetShop (temporal traffic, latency)

100Top-3 Recall

8

May 12, 2026

PetShop high traffic availability

100Top-3 Recall

8

May 12, 2026

PetShop high traffic, latency

100Top-3 Recall

8

May 12, 2026

PetShop low traffic, availability

100Top-3 Recall

8

May 12, 2026

PetShop low traffic, latency

86Top-3 Recall

8

May 12, 2026

Petshop average across all scenarios

65Recall@1

8

May 12, 2026

RE3SS Sock Shop with code-level faults

0.6F1 Top-1

8

Feb 26, 2026

RE1SS (Sock Shop) unimodal data

84CPU Top-1

8

Feb 26, 2026

RE2SS Sock Shop with multimodal data (test)

87CPU Top-1 Accuracy

8

Feb 26, 2026

RE1OB (Online Boutique) RCAEval benchmark unimodal data

52CPU Top-1 Acc

8

Feb 26, 2026

RE1TT Train Ticket unimodal data

0.36CPU Top-1

8

Feb 26, 2026

Page 2 of 4

Popular datasets

Sock Shop Petshop Online Boutique ER graph Train Ticket

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