# Video-to-Feedback Generation on QEVD-fit-coach (original annotations)

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

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

Data updated: 2026-03-31T08:00:14.340Z

Evaluation of model performance on generating textual feedback from video inputs using the QEVD-fit-coach dataset (original annotations), assessed via generation metrics such as METEOR, ROUGE-L, and BERTScore.

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-to-Feedback Generation |
| Dataset (including any stated split) | QEVD-fit-coach (original annotations) |
| Metric | METEOR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-to-feedback-generation-on-qevd-fit-coach-original-annotations.md?metric=METEOR>): Higher is better; unit: PERCENT.

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

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

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

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

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| BioCoach | 12.9 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Stream-VLM | 12.7 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Video-ChatGPT | 10.8 | Not recorded | 69cb55250636e5bf4afc9fdf |
| LLaMA-VID | 10.6 | Not recorded | 69cb55250636e5bf4afc9fdf |
| LLaVA-NeXT | 10.4 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Video-LLaMA | 10.1 | Not recorded | 69cb55250636e5bf4afc9fdf |
| LLaMA-VID | 10 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Video-ChatGPT | 9.8 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Socratic-LLaMA-2-7B | 9.4 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Video-LLaVA | 5.7 | Not recorded | 69cb55250636e5bf4afc9fdf |
| InstructBLIP | 4.7 | Not recorded | 69cb55250636e5bf4afc9fdf |

### BioCoach

METEOR: 12.9. Result ID: 69cb7da747f34ce924b392d8.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

### Stream-VLM

METEOR: 12.7. Result ID: 69cb7da747f34ce924b392d7.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

### Video-ChatGPT

METEOR: 10.8. Result ID: 69cb7da747f34ce924b392d5.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### LLaMA-VID

METEOR: 10.6. Result ID: 69cb7da747f34ce924b392d6.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### LLaVA-NeXT

METEOR: 10.4. Result ID: 69cb7da747f34ce924b392d3.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

### Video-LLaMA

METEOR: 10.1. Result ID: 69cb7da747f34ce924b392d1.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### LLaMA-VID

METEOR: 10. Result ID: 69cb7da747f34ce924b392d2.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### Video-ChatGPT

METEOR: 9.8. Result ID: 69cb7da747f34ce924b392d0.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### Socratic-LLaMA-2-7B

METEOR: 9.4. Result ID: 69cb7da747f34ce924b392d4.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fe.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

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

### Video-LLaVA

METEOR: 5.7. Result ID: 69cb7da747f34ce924b392cf.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.md>)

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

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

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

### InstructBLIP

METEOR: 4.7. Result ID: 69cb7da747f34ce924b392ce.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55250636e5bf4afc9fdf.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: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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