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ResearchFormerly WizWand

Entity recognition

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CORD official (test)

98.94F1 Score

37

Feb 26, 2026

80.96F1 Macro

31

Apr 23, 2026

85.35F1-macro

24

Feb 26, 2026

BioNLP2004, MIT Movie, MIT Restaurant, and OntoNotes 5.0 (Average) few-shot (test)

71.53Avg F1 (few-shot)

21

Feb 26, 2026

70.33F1 Score

20

Feb 26, 2026

Mol-Instructions

78F1 Score

13

Feb 26, 2026

Public Thyroid Ultrasound Datasets OOD (test)

62.4Hamming Accuracy

12

Apr 20, 2026

Public Liver Ultrasound Datasets OOD (test)

91.06Hamming Accuracy

12

Apr 20, 2026

Public Breast Ultrasound Datasets OOD (test)

HuatuoGPT-Vision

57.48Hamming Accuracy

12

Apr 20, 2026

17.52Average Score

11

Jul 9, 2026

Aggregate Domain Medical and Banking

Qwen Omni-3-30BA3B

6.29EER

8

Jul 3, 2026

Whisper Large-V3

8.88EER

8

Jul 3, 2026

Medical Domain 8 held-out sets

Qwen Omni-3-30BA3B

5.84EER

8

Jul 3, 2026

ADE 10-fold cross-validation

Relation-Metric Network

0.871F1 Score

6

Feb 26, 2026

70Precision

6

Feb 26, 2026