# Video Question Answering on TOMATO

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

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

Data updated: 2026-07-07T11:35:11.952Z

Evaluation of model performance on the TOMATO dataset for video question answering capabilities.

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) | TOMATO |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

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

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

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| Seed 2.0 Pro | 35.58 | Not recorded | 6a4c883585dba69fef8b2bcd |
| Gemini 3.0 Pro | 35.31 | Not recorded | 6a4c883585dba69fef8b2bcd |
| Qwen3-VL-235B-A22B-Instruct | 23.05 | Not recorded | 6a4c883585dba69fef8b2bcd |
| CuRe | 22.91 | Not recorded | 6a4c883585dba69fef8b2bcd |
| Qwen3.6-35B-A3B | 21.9 | Not recorded | 6a4c883585dba69fef8b2bcd |
| OwlCap-7B | 21.77 | Not recorded | 6a4c883585dba69fef8b2bcd |
| Qwen3-VL-30B-A3B-Instruct | 21.5 | Not recorded | 6a4c883585dba69fef8b2bcd |
| Tarsier2-7B | 11.39 | Not recorded | 6a4c883585dba69fef8b2bcd |

### Seed 2.0 Pro

Score: 35.58. Result ID: 6a4ce45f60b88bb339cbb778.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f082dc71372d7795a1ae.md>)

Recorded evaluation configuration: {"Access":"Proprietary"}. This record does not assert independent reproduction.

### Gemini 3.0 Pro

Score: 35.31. Result ID: 6a4ce45f60b88bb339cbb779.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

Recorded evaluation configuration: {"Access":"Proprietary"}. This record does not assert independent reproduction.

### Qwen3-VL-235B-A22B-Instruct

Score: 23.05. Result ID: 6a4ce45f60b88bb339cbb77e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

### CuRe

Score: 22.91. Result ID: 6a4ce45f60b88bb339cbb77f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

### Qwen3.6-35B-A3B

Score: 21.9. Result ID: 6a4ce45f60b88bb339cbb77d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

### OwlCap-7B

Score: 21.77. Result ID: 6a4ce45f60b88bb339cbb77b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea85953.md>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

### Qwen3-VL-30B-A3B-Instruct

Score: 21.5. Result ID: 6a4ce45f60b88bb339cbb77c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

### Tarsier2-7B

Score: 11.39. Result ID: 6a4ce45f60b88bb339cbb77a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c883585dba69fef8b2bcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76bb1e209131cea6ecbe.md>)

[Implementation](<https://github.com/bytedance/tarsier>)

Recorded evaluation configuration: {"Access":"Open-source"}. This record does not assert independent reproduction.

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