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Papers Benchmarks Datasets Tasks

Medical Report Generation research benchmarks – Page 2 · SOTA2 Research

Medical Report Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ours w/ TIF-GRPO

25.32Precision

12

May 21, 2026

CT-RATE-Report full (test)

Ours w/ TIF-GRPO

41.24Precision

12

May 21, 2026

30.9BLEU-2

12

Jun 17, 2026

Public Ultrasound Thyroid OOD

30.06BLEU-1

12

Apr 20, 2026

Public Ultrasound Liver OOD

37.36BLEU-1

12

Apr 20, 2026

Public Ultrasound Breast OOD

29.16BLEU-1

12

Apr 20, 2026

Ultrasound Thyroid

50.55BLEU-1

12

Apr 20, 2026

Ultrasound Vessel

LLaVA-OneVision

42.54BLEU-1

12

Apr 20, 2026

Ultrasound Liver

58.01BLEU-1

12

Apr 20, 2026

Ultrasound Heart

77.97BLEU-1

12

Apr 20, 2026

54.4BERTScore

12

Apr 2, 2026

Ophthalmology dataset (test)

0.769BLEU-1

11

Mar 4, 2026

10.31BLEU

11

Feb 26, 2026

50.86Precision

11

Feb 26, 2026

Six Medical Datasets Average Merged (test)

0.401BLEU-1

11

Feb 26, 2026

89.29BERTScore-F1

10

Jun 17, 2026

MIMIC-CXR & OPEN-I Weighted Average

29.07BLEU-1

10

Mar 4, 2026

OPEN-I (impression)

0.364BLEU-1

10

Mar 4, 2026

OPEN-I (findings)

0.396BLEU-1

10

Mar 4, 2026

MIMIC-CXR (impression)

0.214BLEU-1

10

Mar 4, 2026

MIMIC-CXR findings

34.02BLEU-1

10

Mar 4, 2026

44.84BLEU-1

9

Jun 1, 2026

54.76Composition F1

9

Jun 1, 2026

External 2 (test)

43.42BLEU-1

9

Jun 1, 2026

External 1 (test)

38.78BLEU-1

9

Jun 1, 2026

Page 2 of 4

Popular datasets

MIMIC-CXR IU-Xray Ultrasound CT-RATE Open-i

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