# Video Multi-choice Question Answering on MSR-VTT (VerbH)

Source: [Video Multi-choice Question Answering on MSR-VTT (VerbH)](<https://www.sota2.com/research/sota/video-multi-choice-question-answering-on-msr-vtt-verbh>)

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

Data updated: 2026-02-26T05:28:48.639Z

Evaluation of model performance on the MSR-VTT (VerbH) dataset for the Video Multi-choice Question Answering task, reporting Accuracy.

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 Multi-choice Question Answering |
| Dataset (including any stated split) | MSR-VTT (VerbH) |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VFC | 85.2 | Not recorded | 68fa6f071e209131cea4364e |
| VFC | 80.5 | Not recorded | 68fa6f071e209131cea4364e |
| C4CL-mP | 73.7 | Not recorded | 68fa6f071e209131cea4364e |
| MMT (CLIP features) | 71.4 | Not recorded | 68fa6f071e209131cea4364e |
| MMT | 71.3 | Not recorded | 68fa6f071e209131cea4364e |
| CLIP-straight | 65.1 | Not recorded | 68fa6f071e209131cea4364e |
| CLIP | 64.1 | Not recorded | 68fa6f071e209131cea4364e |

### VFC

Accuracy: 85.2. Result ID: 699090893a6c314849017b18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"FINE-TUNED","# params.":"164M"}. This record does not assert independent reproduction.

### VFC

Accuracy: 80.5. Result ID: 699090893a6c314849017b13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"ZERO-SHOT","# params.":"164M"}. This record does not assert independent reproduction.

### C4CL-mP

Accuracy: 73.7. Result ID: 699090893a6c314849017b17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"FINE-TUNED","# params.":"151M"}. This record does not assert independent reproduction.

### MMT (CLIP features)

Accuracy: 71.4. Result ID: 699090893a6c314849017b16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19dc1.md>)

[Implementation](<http://thoth.inrialpes.fr/research/MMT>)

Recorded evaluation configuration: {"Evaluation Protocol":"FINE-TUNED"}. This record does not assert independent reproduction.

### MMT

Accuracy: 71.3. Result ID: 699090893a6c314849017b14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19dc1.md>)

[Implementation](<http://thoth.inrialpes.fr/research/MMT>)

Recorded evaluation configuration: {"Evaluation Protocol":"FINE-TUNED"}. This record does not assert independent reproduction.

### CLIP-straight

Accuracy: 65.1. Result ID: 699090893a6c314849017b15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69561e209131cea21a44.md>)

[Implementation](<https://github.com/Deferf/CLIP_Video_Representation>)

Recorded evaluation configuration: {"Evaluation Protocol":"FINE-TUNED","# params.":"151M"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 64.1. Result ID: 699090893a6c314849017b12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f071e209131cea4364e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Evaluation Protocol":"ZERO-SHOT","# params.":"151M"}. This record does not assert independent reproduction.

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