# Video Feedback Generation on QEVD-FIT-COACH

Source: [Video Feedback Generation on QEVD-FIT-COACH](<https://www.sota2.com/research/sota/video-feedback-generation-on-qevd-fit-coach>)

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

Data updated: 2026-04-14T10:20:55.293Z

Evaluation of model performance on generating textual feedback from video inputs using the QEVD-FIT-COACH dataset, assessed using generation metrics like METEOR, ROUGE-L, BERTScore, and LLM 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 Feedback Generation |
| Dataset (including any stated split) | QEVD-FIT-COACH |
| Metric | METEOR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [METEOR](<https://www.sota2.com/research/sota/video-feedback-generation-on-qevd-fit-coach.md?metric=METEOR>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/video-feedback-generation-on-qevd-fit-coach.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

- [BERTScore](<https://www.sota2.com/research/sota/video-feedback-generation-on-qevd-fit-coach.md?metric=BERTScore>): Higher is better; unit: PERCENT.

- [LLM Accuracy](<https://www.sota2.com/research/sota/video-feedback-generation-on-qevd-fit-coach.md?metric=LLM%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| LLaVA-NeXT | 10.4 | Not recorded | 68fa76581e209131cea6c823 |
| Video-LLaMA | 10.1 | Not recorded | 68fa76581e209131cea6c823 |
| LLaMA-VID | 10 | Not recorded | 68fa76581e209131cea6c823 |
| Video-ChatGPT | 9.8 | Not recorded | 68fa76581e209131cea6c823 |
| Video-LLaVA | 5.7 | Not recorded | 68fa76581e209131cea6c823 |
| InstructBLIP | 4.7 | Not recorded | 68fa76581e209131cea6c823 |

### LLaVA-NeXT

METEOR: 10.4. Result ID: 69de14ff47f34ce924c61f38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

### Video-LLaMA

METEOR: 10.1. Result ID: 69de14ff47f34ce924c61f36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e393.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/Video-LLaMA>)

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

### LLaMA-VID

METEOR: 10. Result ID: 69de14ff47f34ce924c61f37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea50559.md>)

[Implementation](<https://github.com/dvlab-research/LLaMA-VID>)

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

### Video-ChatGPT

METEOR: 9.8. Result ID: 69de14ff47f34ce924c61f35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73841e209131cea5ce32.md>)

[Implementation](<https://github.com/mbzuai-oryx/Video-ChatGPT>)

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

### Video-LLaVA

METEOR: 5.7. Result ID: 69de14ff47f34ce924c61f34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75051e209131cea65534.md>)

[Implementation](<https://github.com/PKU-YuanGroup/Video-LLaVA>)

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

### InstructBLIP

METEOR: 4.7. Result ID: 69de14ff47f34ce924c61f33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76581e209131cea6c823.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb71e209131cea47021.md>)

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

Recorded evaluation configuration: {"setting":"Zero-shot"}. This record does not assert independent reproduction.

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