# Region Question Answering on SafePLUG-Bench (test)

Source: [Region Question Answering on SafePLUG-Bench (test)](<https://www.sota2.com/research/sota/region-question-answering-on-safeplug-bench-test>)

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

Data updated: 2026-04-03T08:26:42.817Z

Evaluation of model performance on the test split of the SafePLUG-Bench dataset for Region Question Answering, reporting metrics such as BLEU, Rouge, BERT, and GPT 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 | Region Question Answering |
| Dataset (including any stated split) | SafePLUG-Bench (test) |
| Metric | BLEU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/region-question-answering-on-safeplug-bench-test.md?metric=BLEU>): Higher is better; unit: SCALAR.

- [ROUGE](<https://www.sota2.com/research/sota/region-question-answering-on-safeplug-bench-test.md?metric=ROUGE>): Higher is better; unit: SCALAR.

- [BERTScore](<https://www.sota2.com/research/sota/region-question-answering-on-safeplug-bench-test.md?metric=BERTScore>): Higher is better; unit: SCALAR.

- [GPT Score](<https://www.sota2.com/research/sota/region-question-answering-on-safeplug-bench-test.md?metric=GPT%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| SafePLUG | 34.54 | Not recorded | 68fa7aa51e209131cea845b0 |
| InternVL3 | 19.89 | Not recorded | 68fa7aa51e209131cea845b0 |
| Qwen2.5-VL | 18.46 | Not recorded | 68fa7aa51e209131cea845b0 |
| LLaVA | 5.02 | Not recorded | 68fa7aa51e209131cea845b0 |
| LISA | 2.99 | Not recorded | 68fa7aa51e209131cea845b0 |
| Sa2VA | 0.54 | Not recorded | 68fa7aa51e209131cea845b0 |
| GroundingGPT | 0.01 | Not recorded | 68fa7aa51e209131cea845b0 |

### SafePLUG

BLEU: 34.54. Result ID: 69cf79aa47f34ce924b95033.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

### InternVL3

BLEU: 19.89. Result ID: 69cf79aa47f34ce924b9502e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Param.":"78B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

BLEU: 18.46. Result ID: 69cf79aa47f34ce924b9502d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

Recorded evaluation configuration: {"Param.":"72B"}. This record does not assert independent reproduction.

### LLaVA

BLEU: 5.02. Result ID: 69cf79aa47f34ce924b9502f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

### LISA

BLEU: 2.99. Result ID: 69cf79aa47f34ce924b95031.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa730a1e209131cea5a0b2.md>)

[Implementation](<https://www.sota2.com/github.com/dvlab-research/LISA>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

### Sa2VA

BLEU: 0.54. Result ID: 69cf79aa47f34ce924b95032.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ec1e209131cea6ff2c.md>)

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

### GroundingGPT

BLEU: 0.01. Result ID: 69cf79aa47f34ce924b95030.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7aa51e209131cea845b0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72601e209131cea56081.md>)

[Implementation](<https://github.com/lzw-lzw/GroundingGPT>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

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