# Visual Question Answering on LingoQA (Lingo-Judge)

Source: [Visual Question Answering on LingoQA (Lingo-Judge)](<https://www.sota2.com/research/sota/visual-question-answering-on-lingoqa-lingo-judge>)

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

Data updated: 2026-03-17T11:13:46.994Z

Evaluation of model performance on the LingoQA dataset for Visual Question Answering, specifically measured using the Lingo-Judge metric.

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 | Visual Question Answering |
| Dataset (including any stated split) | LingoQA |
| Metric | Lingo-Judge |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Lingo-Judge](<https://www.sota2.com/research/sota/visual-question-answering-on-lingoqa-lingo-judge.md?metric=Lingo-Judge>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Lingo-Judge | Result date | Report paper |
| --- | --- | --- | --- |
| ReCogDrive | 67.2 | Not recorded | 69b8e0590636e5bf4afbef3f |
| AutoMoT | 67 | Not recorded | 69b8e0590636e5bf4afbef3f |
| Robotron-Drive | 59.2 | Not recorded | 69b8e0590636e5bf4afbef3f |
| OpenEMMA | 48 | Not recorded | 69b8e0590636e5bf4afbef3f |

### ReCogDrive

Lingo-Judge: 67.2. Result ID: 69b9375547f34ce924a2d653.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0590636e5bf4afbef3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea89839.md>)

[Implementation](<https://github.com/xiaomi-research/recogdrive>)

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

### AutoMoT

Lingo-Judge: 67. Result ID: 69b9375547f34ce924a2d656.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0590636e5bf4afbef3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0590636e5bf4afbef3f.md>)

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

### Robotron-Drive

Lingo-Judge: 59.2. Result ID: 69b9375547f34ce924a2d654.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0590636e5bf4afbef3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea835a8.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

### OpenEMMA

Lingo-Judge: 48. Result ID: 69b9375547f34ce924a2d655.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0590636e5bf4afbef3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77071e209131cea709b4.md>)

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

Page 1 of 1. This is an index page, not the full collection.