# Report Generation on BraTS 2021

Source: [Report Generation on BraTS 2021](<https://www.sota2.com/research/sota/report-generation-on-brats-2021>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-06T08:09:54.344Z

Evaluation of model performance on generating clinical reports using the BraTS 2021 dataset, assessed using ROUGE, METEOR, and BERT-F1 scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Report Generation |
| Dataset (including any stated split) | BraTS 2021 |
| Metric | ROUGE |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [ROUGE](<https://www.sota2.com/research/sota/report-generation-on-brats-2021.md?metric=ROUGE>): Higher is better; unit: PERCENT.

- [METEOR](<https://www.sota2.com/research/sota/report-generation-on-brats-2021.md?metric=METEOR>): Higher is better; unit: PERCENT.

- [BERT-F1](<https://www.sota2.com/research/sota/report-generation-on-brats-2021.md?metric=BERT-F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE | Result date | Report paper |
| --- | --- | --- | --- |
| LLaBIT | 35.03 | Not recorded | 69d33dd77d0172140ec734d6 |
| Gemini 1.5 | 22.04 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLaVA 1.6 | 20.66 | Not recorded | 69d33dd77d0172140ec734d6 |
| GPT 4o-mini | 17.42 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLama 3.2 | 15.78 | Not recorded | 69d33dd77d0172140ec734d6 |
| LLaVA-Med | 7.19 | Not recorded | 69d33dd77d0172140ec734d6 |

### LLaBIT

ROUGE: 35.03. Result ID: 69d36a4f47f34ce924bb1fbf.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini 1.5

ROUGE: 22.04. Result ID: 69d36a4f47f34ce924bb1fbd.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78731e209131cea78622.md>)

Recorded evaluation configuration: {"number of parameters":"8B"}. This record does not assert independent reproduction.

### LLaVA 1.6

ROUGE: 20.66. Result ID: 69d36a4f47f34ce924bb1fbb.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT 4o-mini

ROUGE: 17.42. Result ID: 69d36a4f47f34ce924bb1fbe.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLama 3.2

ROUGE: 15.78. Result ID: 69d36a4f47f34ce924bb1fbc.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"number of parameters":"11B"}. This record does not assert independent reproduction.

### LLaVA-Med

ROUGE: 7.19. Result ID: 69d36a4f47f34ce924bb1fba.

[Reporting paper](<https://www.sota2.com/research/paper/69d33dd77d0172140ec734d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46356.md>)

[Implementation](<https://aka.ms/llava-med>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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