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Event Detection research benchmarks · SOTA2 Research

Event Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

74.7F1 Score

27

Feb 26, 2026

Event type name

68.8F1 Score

26

Feb 26, 2026

ACE05-E+ (Evaluation)

74.9F1 Score

23

Feb 26, 2026

63.4F1 Score

23

Feb 26, 2026

95.74Precision

16

Apr 16, 2026

ACE 2005 (test)

78.6F1 Score

15

Feb 26, 2026

MAVEN 45-way (test)

94.86F1 Score

14

Feb 26, 2026

FewEvent 10-way (test)

0.958F1 Score

14

Feb 26, 2026

ACE05 2-shot (test)

Unified Baseline

46F1 Score

13

Feb 26, 2026

EMIT Fulltile sources (test)

225Detected

10

Mar 25, 2026

PRISMA Fulltile sources (test)

Baseline (WMF 500 thr, “ones” kernel)

123Detected Events Count

8

Mar 25, 2026

ACE05 (test dev)

59.6Micro-F1 (Session 1)

8

Feb 26, 2026

MAVEN (test dev)

67.8Micro-F1 (Session 1)

8

Feb 26, 2026

M2E2 Multimedia

75.5Precision

7

Jun 26, 2026

EnMAP (Fulltile sources)

Baseline (WMF 500 thr, 'ones' kernel)

116Detected Events

7

Mar 25, 2026

56.82Macro Precision

7

Feb 26, 2026

MAVEN 5-shot (test)

Unified Baseline

54.7F1 Score

6

Feb 26, 2026

FewEvent (test)

68.37F1 Score

6

Feb 26, 2026

71.7Precision

5

Jun 26, 2026

44.2Precision

5

Jun 26, 2026

67.03F1 Score

5

Feb 26, 2026

MAVEN X-shot (test)

64.96Overall Score

5

Feb 26, 2026

ERE 10-shot (test)

Unified Baseline

48.4F1 Score

5

Feb 26, 2026

OntoEvent (test)

42.13Precision

5

Feb 26, 2026

ICPR 2026 RARE-VISION hidden (test)

47.06mAP@0.5

4

Mar 20, 2026

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