# Video Question Answering on LingoQA (test)

Source: [Video Question Answering on LingoQA (test)](<https://www.sota2.com/research/sota/video-question-answering-on-lingoqa-test>)

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

Data updated: 2026-02-26T05:48:37.783Z

Evaluation of model performance on the test split of the LingoQA dataset for Video Question Answering tasks, reporting metrics like Ling-Judge and BLEU.

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 | Video Question Answering |
| Dataset (including any stated split) | LingoQA (test) |
| Metric | Ling-Judge |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Ling-Judge](<https://www.sota2.com/research/sota/video-question-answering-on-lingoqa-test.md?metric=Ling-Judge>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Ling-Judge | Result date | Report paper |
| --- | --- | --- | --- |
| LingoQA | 60.8 | Not recorded | 6965d1af6343fa78c83238bc |
| SRC-Pipeline | 59.1 | Not recorded | 6965d1af6343fa78c83238bc |
| LLaVA | 59 | Not recorded | 6965d1af6343fa78c83238bc |
| Qwen2VL | 58.2 | Not recorded | 6965d1af6343fa78c83238bc |
| SRC-Pipeline | 58.2 | Not recorded | 6965d1af6343fa78c83238bc |
| SRC-Pipeline | 57.28 | Not recorded | 6965d1af6343fa78c83238bc |
| LingoQA | 57 | Not recorded | 6965d1af6343fa78c83238bc |
| BLIP-2 | 52.2 | Not recorded | 6965d1af6343fa78c83238bc |

### LingoQA

Ling-Judge: 60.8. Result ID: 6997cc695698665ec423a278.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74fb1e209131cea65110.md>)

Recorded evaluation configuration: {"Frames":"5"}. This record does not assert independent reproduction.

### SRC-Pipeline

Ling-Judge: 59.1. Result ID: 6997cc695698665ec423a279.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

Recorded evaluation configuration: {"Frames":"5"}. This record does not assert independent reproduction.

### LLaVA

Ling-Judge: 59. Result ID: 6997cc695698665ec423a27e.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

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

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

Recorded evaluation configuration: {"Frames":"1"}. This record does not assert independent reproduction.

### Qwen2VL

Ling-Judge: 58.2. Result ID: 6997cc695698665ec423a27a.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Frames":"5"}. This record does not assert independent reproduction.

### SRC-Pipeline

Ling-Judge: 58.2. Result ID: 6997cc695698665ec423a27b.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

Recorded evaluation configuration: {"Frames":"2"}. This record does not assert independent reproduction.

### SRC-Pipeline

Ling-Judge: 57.28. Result ID: 6997cc695698665ec423a27c.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

Recorded evaluation configuration: {"Frames":"1"}. This record does not assert independent reproduction.

### LingoQA

Ling-Judge: 57. Result ID: 6997cc695698665ec423a27d.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74fb1e209131cea65110.md>)

Recorded evaluation configuration: {"Frames":"1"}. This record does not assert independent reproduction.

### BLIP-2

Ling-Judge: 52.2. Result ID: 6997cc695698665ec423a27f.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1af6343fa78c83238bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb71e209131cea46fe6.md>)

[Implementation](<https://github.com/salesforce/LAVIS/tree/main/projects/blip2>)

Recorded evaluation configuration: {"Frames":"1"}. This record does not assert independent reproduction.

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