# Spoken Question Answering on Llama Questions

Source: [Spoken Question Answering on Llama Questions](<https://www.sota2.com/research/sota/spoken-question-answering-on-llama-questions>)

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

Data updated: 2026-03-11T09:09:34.389Z

Evaluation of model performance on the Llama Questions dataset for Spoken Question Answering, measured using WER and UTMOS.

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 | Spoken Question Answering |
| Dataset (including any stated split) | Llama Questions |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower 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

- [WER](<https://www.sota2.com/research/sota/spoken-question-answering-on-llama-questions.md?metric=WER>): Lower is better; unit: PERCENT.

- [UTMOS](<https://www.sota2.com/research/sota/spoken-question-answering-on-llama-questions.md?metric=UTMOS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-Omni-7B | 0.99 | Not recorded | 69b0f7312d603e6de3e46000 |
| VocalNet | 2.79 | Not recorded | 69b0f7312d603e6de3e46000 |
| LLaMA-Omni2 | 3.77 | Not recorded | 69b0f7312d603e6de3e46000 |
| SPEECH-OMNI-LITE | 12.49 | Not recorded | 69b0f7312d603e6de3e46000 |
| Freeze-Omni | 24.34 | Not recorded | 69b0f7312d603e6de3e46000 |
| Baichuan-Omni-1.5 | 31.64 | Not recorded | 69b0f7312d603e6de3e46000 |
| GLM-4-Voice | 41 | Not recorded | 69b0f7312d603e6de3e46000 |

### Qwen2.5-Omni-7B

WER: 0.99. Result ID: 69b131466dbb7075b95bce3d.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

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

Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction.

### VocalNet

WER: 2.79. Result ID: 69b131466dbb7075b95bce39.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78361e209131cea773d2.md>)

Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction.

### LLaMA-Omni2

WER: 3.77. Result ID: 69b131466dbb7075b95bce3a.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78671e209131cea783dc.md>)

Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction.

### SPEECH-OMNI-LITE

WER: 12.49. Result ID: 69b131466dbb7075b95bce3e.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction.

### Freeze-Omni

WER: 24.34. Result ID: 69b131466dbb7075b95bce3b.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760a1e209131cea6b0d4.md>)

Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction.

### Baichuan-Omni-1.5

WER: 31.64. Result ID: 69b131466dbb7075b95bce3c.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76bc1e209131cea6ed2e.md>)

Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction.

### GLM-4-Voice

WER: 41. Result ID: 69b131466dbb7075b95bce38.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e46000.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75f91e209131cea6abba.md>)

Recorded evaluation configuration: {"Parameters":"9B"}. This record does not assert independent reproduction.

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