# Streaming Biomechanical Feedback Generation on QEVD bio-fit-coach

Source: [Streaming Biomechanical Feedback Generation on QEVD bio-fit-coach](<https://www.sota2.com/research/sota/streaming-biomechanical-feedback-generation-on-qevd-bio-fit-coach>)

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

Data updated: 2026-03-31T08:00:14.300Z

Evaluation of model performance on generating streaming biomechanical feedback using the QEVD bio-fit-coach dataset, assessed via NLP-derived metrics (METEOR, ROUGE-L, BERTScore) and specialized accuracy scores.

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 | Streaming Biomechanical Feedback Generation |
| Dataset (including any stated split) | QEVD bio-fit-coach |
| Metric | METEOR Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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 Score](<https://www.sota2.com/research/sota/streaming-biomechanical-feedback-generation-on-qevd-bio-fit-coach.md?metric=METEOR%20Score>): Higher is better; unit: SCALAR.

- [ROUGE-L Score](<https://www.sota2.com/research/sota/streaming-biomechanical-feedback-generation-on-qevd-bio-fit-coach.md?metric=ROUGE-L%20Score>): Higher is better; unit: SCALAR.

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

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

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

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

## Recorded results

| Method | METEOR Score | Result date | Report paper |
| --- | --- | --- | --- |
| BioCoach | 0.312 | Not recorded | 69cb55250636e5bf4afc9fdf |
| Stream-VLM | 0.086 | Not recorded | 69cb55250636e5bf4afc9fdf |

### BioCoach

METEOR Score: 0.312. Result ID: 69cb7da747f34ce924b392cd.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Stream-VLM

METEOR Score: 0.086. Result ID: 69cb7da747f34ce924b392cc.

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

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

Recorded evaluation configuration: {"Venue":"NeurIPS '24"}. This record does not assert independent reproduction.

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