# Non-Verbal (NV) Location Prediction on Affectron NV Prediction (test)

Source: [Non-Verbal (NV) Location Prediction on Affectron NV Prediction (test)](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test>)

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

Data updated: 2026-03-17T10:14:44.526Z

Evaluation of Non-Verbal (NV) Location Prediction performance on the test split of the Affectron NV Prediction dataset, measured using top-K accuracies (Acc@1/3/5) and divergence/distance metrics (JSD, HD).

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 | Non-Verbal (NV) Location Prediction |
| Dataset (including any stated split) | Affectron NV Prediction (test) |
| Metric | Acc@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Acc@1](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test.md?metric=Acc%401>): Higher is better; unit: PERCENT.

- [Acc@3](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test.md?metric=Acc%403>): Higher is better; unit: PERCENT.

- [Acc@5](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test.md?metric=Acc%405>): Higher is better; unit: PERCENT.

- [JSD](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test.md?metric=JSD>): Lower is better; unit: SCALAR.

- [HD](<https://www.sota2.com/research/sota/non-verbal-nv-location-prediction-on-affectron-nv-prediction-test.md?metric=HD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Acc@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Affectron | 12.59 | Not recorded | 69b8e0180636e5bf4afbeaed |
| Qwen2-Audio-7B | 7.36 | Not recorded | 69b8e0180636e5bf4afbeaed |
| Qwen2.5-Omni-7B | 7.36 | Not recorded | 69b8e0180636e5bf4afbeaed |
| Qwen2-Audio-7B | 6.68 | Not recorded | 69b8e0180636e5bf4afbeaed |
| Qwen2.5-Omni-7B | 6.53 | Not recorded | 69b8e0180636e5bf4afbeaed |

### Affectron

Acc@1: 12.59. Result ID: 69b9298347f34ce924a26c5c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

Recorded evaluation configuration: {"Input Modality":"Text and Speech","Zero-shot":"true","Model Scale":"330M"}. This record does not assert independent reproduction.

### Qwen2-Audio-7B

Acc@1: 7.36. Result ID: 69b9298347f34ce924a26c59.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74281e209131cea6017e.md>)

Recorded evaluation configuration: {"Input Modality":"Text and Speech","Zero-shot":"true","Model Scale":"7B"}. This record does not assert independent reproduction.

### Qwen2.5-Omni-7B

Acc@1: 7.36. Result ID: 69b9298347f34ce924a26c5b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a21e209131cea7482c.md>)

Recorded evaluation configuration: {"Input Modality":"Text and Speech","Zero-shot":"true","Model Scale":"7B"}. This record does not assert independent reproduction.

### Qwen2-Audio-7B

Acc@1: 6.68. Result ID: 69b9298347f34ce924a26c58.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74281e209131cea6017e.md>)

Recorded evaluation configuration: {"Input Modality":"Text only","Zero-shot":"true","Model Scale":"7B"}. This record does not assert independent reproduction.

### Qwen2.5-Omni-7B

Acc@1: 6.53. Result ID: 69b9298347f34ce924a26c5a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0180636e5bf4afbeaed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a21e209131cea7482c.md>)

Recorded evaluation configuration: {"Input Modality":"Text only","Zero-shot":"true","Model Scale":"7B"}. This record does not assert independent reproduction.

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