# Video Question Answering on VideoMME w/o sub. 1.0 (test)

Source: [Video Question Answering on VideoMME w/o sub. 1.0 (test)](<https://www.sota2.com/research/sota/video-question-answering-on-videomme-w-o-sub-1-0-test>)

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

Data updated: 2026-02-26T05:54:22.905Z

Evaluation of model performance on the test split of the VideoMME w/o sub. 1.0 dataset for Video Question Answering, reporting scores categorized by question length (Short, Medium, Long).

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) | VideoMME w/o sub. 1.0 (test) |
| Metric | Overall Acc |
| 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

- [Overall Acc](<https://www.sota2.com/research/sota/video-question-answering-on-videomme-w-o-sub-1-0-test.md?metric=Overall%20Acc>): Higher is better; unit: PERCENT.

- [Short Q Acc](<https://www.sota2.com/research/sota/video-question-answering-on-videomme-w-o-sub-1-0-test.md?metric=Short%20Q%20Acc>): Higher is better; unit: PERCENT.

- [Medium Q Acc](<https://www.sota2.com/research/sota/video-question-answering-on-videomme-w-o-sub-1-0-test.md?metric=Medium%20Q%20Acc>): Higher is better; unit: PERCENT.

- [Long Q Acc](<https://www.sota2.com/research/sota/video-question-answering-on-videomme-w-o-sub-1-0-test.md?metric=Long%20Q%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Acc | Result date | Report paper |
| --- | --- | --- | --- |
| MiMo-VL-7B + TCS | 65 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| MiMo-VL-7B | 62.4 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| Qwen2-VL-7B + AKS | 59.9 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| Qwen2-VL-7B + Q-Frame | 58.3 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| Qwen2-VL-7B + TCS | 58 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| Qwen2-VL-7B | 57.6 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| Video-XL-7B | 55.5 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |
| LongVILA-8B | 49.2 | Not recorded | 696dba69e25ad2fa9d1ecbc4 |

### MiMo-VL-7B + TCS

Overall Acc: 65. Result ID: 6997b3da5698665ec40a0adb.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

Recorded evaluation configuration: {"#Frames":32}. This record does not assert independent reproduction.

### MiMo-VL-7B

Overall Acc: 62.4. Result ID: 6997b3da5698665ec40a0ada.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79121e209131cea7bfbd.md>)

Recorded evaluation configuration: {"#Frames":32}. This record does not assert independent reproduction.

### Qwen2-VL-7B + AKS

Overall Acc: 59.9. Result ID: 6997b3da5698665ec40a0ad7.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea71fc7.md>)

[Implementation](<https://github.com/ncTimTang/AKS>)

Recorded evaluation configuration: {"#Frames":32}. This record does not assert independent reproduction.

### Qwen2-VL-7B + Q-Frame

Overall Acc: 58.3. Result ID: 6997b3da5698665ec40a0ad8.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2d1e209131cea81911.md>)

Recorded evaluation configuration: {"#Frames":"4+8+32"}. This record does not assert independent reproduction.

### Qwen2-VL-7B + TCS

Overall Acc: 58. Result ID: 6997b3da5698665ec40a0ad9.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

Recorded evaluation configuration: {"#Frames":32}. This record does not assert independent reproduction.

### Qwen2-VL-7B

Overall Acc: 57.6. Result ID: 6997b3da5698665ec40a0ad6.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

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

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

Recorded evaluation configuration: {"#Frames":32}. This record does not assert independent reproduction.

### Video-XL-7B

Overall Acc: 55.5. Result ID: 6997b3da5698665ec40a0ad4.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762a1e209131cea6b9cb.md>)

Recorded evaluation configuration: {"#Frames":128}. This record does not assert independent reproduction.

### LongVILA-8B

Overall Acc: 49.2. Result ID: 6997b3da5698665ec40a0ad5.

[Reporting paper](<https://www.sota2.com/research/paper/696dba69e25ad2fa9d1ecbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76271e209131cea6b860.md>)

[Implementation](<https://www.sota2.com/NVlabs/LongVILA>)

Recorded evaluation configuration: {"#Frames":128}. This record does not assert independent reproduction.

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