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Papers Benchmarks Datasets Tasks

Error detection research benchmarks – Page 2 · SOTA2 Research

Error detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CoSPlan Blocks-World-E

44.5Accuracy

15

Feb 26, 2026

0.403Accuracy

15

Feb 26, 2026

CoSPlan Robo-VQA-E

45.3Accuracy

15

Feb 26, 2026

Student-Teacher (ST) Model

61.8Accuracy (Mean)

14

Feb 26, 2026

PaperAudit-Dataset ICML branch 1.0

6.4EC (Detection@1)

13

Feb 26, 2026

74-paper benchmark (full)

55.4Recall

12

Jun 19, 2026

11.8Overall EDA

12

Feb 26, 2026

97.8F1 Score

11

Feb 26, 2026

0.453F1 Score

10

Feb 26, 2026

80.9F1 Score

10

Feb 26, 2026

0.872F1 Score

10

Feb 26, 2026

79F1 Score

10

Feb 26, 2026

88.1F1 Score

10

Feb 26, 2026

CoNLL-14 (test2)

37.72Precision

9

Feb 26, 2026

CoNLL-14 (test1)

25.14P

9

Feb 26, 2026

ImageNet-1k 2nd-level superclasses 1.0 (test)

70.64AuROC

7

Feb 26, 2026

ImageNet-1k 1st-level superclasses 1.0 (test)

77.34AuROC

7

Feb 26, 2026

ImageNet-A (test)

0.761AuROC

7

Feb 26, 2026

ImageNet-C (test)

83.51AuROC

7

Feb 26, 2026

ImageNet V2 (test)

86.19AuROC

7

Feb 26, 2026

Held-out problems (n=200) (test)

Hidden State Probe

0.953AUROC

6

May 12, 2026

Relational-Tables

Table-Specialist

52.9F1 Score

6

Mar 25, 2026

Spreadsheet-Tables

Table-Specialist

45.8F1 Score

6

Mar 25, 2026

100Precision

6

Feb 26, 2026

0.934Precision

6

Feb 26, 2026

Page 2 of 4

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