# Spoken understanding and reasoning on URO-Bench English Basic

Source: [Spoken understanding and reasoning on URO-Bench English Basic](<https://www.sota2.com/research/sota/spoken-understanding-and-reasoning-on-uro-bench-english-basic>)

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

Data updated: 2026-06-09T06:22:43.400Z

Evaluation of spoken understanding and reasoning capabilities on the URO-Bench English Basic dataset, measured using U, R, O, and Average 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 | Spoken understanding and reasoning |
| Dataset (including any stated split) | URO-Bench English Basic |
| Metric | U Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [U Score](<https://www.sota2.com/research/sota/spoken-understanding-and-reasoning-on-uro-bench-english-basic.md?metric=U%20Score>): Higher is better; unit: PERCENT.

- [R Score](<https://www.sota2.com/research/sota/spoken-understanding-and-reasoning-on-uro-bench-english-basic.md?metric=R%20Score>): Higher is better; unit: PERCENT.

- [O Score](<https://www.sota2.com/research/sota/spoken-understanding-and-reasoning-on-uro-bench-english-basic.md?metric=O%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/spoken-understanding-and-reasoning-on-uro-bench-english-basic.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | U Score | Result date | Report paper |
| --- | --- | --- | --- |
| Step-Audio 2 | 92.7 | Not recorded | 6a279e0890966ade919bf642 |
| GPT-4o-Audio | 90.2 | Not recorded | 6a279e0890966ade919bf642 |
| GPT-Realtime | 87.4 | Not recorded | 6a279e0890966ade919bf642 |
| Kimi-Audio | 83.4 | Not recorded | 6a279e0890966ade919bf642 |
| Listen-Write-Speak | 83.3 | Not recorded | 6a279e0890966ade919bf642 |
| Listen-Write-Speak (w/o write while listen) | 76.6 | Not recorded | 6a279e0890966ade919bf642 |
| Listen-Write-Speak (w/o write while speak) | 74.8 | Not recorded | 6a279e0890966ade919bf642 |
| Qwen-Omni | 66.3 | Not recorded | 6a279e0890966ade919bf642 |

### Step-Audio 2

U Score: 92.7. Result ID: 6a27b03cfbc373592c23a733.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b021e209131cea8635d.md>)

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

### GPT-4o-Audio

U Score: 90.2. Result ID: 6a27b03cfbc373592c23a72f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### GPT-Realtime

U Score: 87.4. Result ID: 6a27b03cfbc373592c23a730.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### Kimi-Audio

U Score: 83.4. Result ID: 6a27b03cfbc373592c23a731.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78431e209131cea77803.md>)

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

### Listen-Write-Speak

U Score: 83.3. Result ID: 6a27b03cfbc373592c23a734.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Implementation](<https://github.com/zly-idleness/lws_demo>)

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

### Listen-Write-Speak (w/o write while listen)

U Score: 76.6. Result ID: 6a27b03cfbc373592c23a735.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Implementation](<https://github.com/zly-idleness/lws_demo>)

Recorded evaluation configuration: {"visible writing during listening":"disabled"}. This record does not assert independent reproduction.

### Listen-Write-Speak (w/o write while speak)

U Score: 74.8. Result ID: 6a27b03cfbc373592c23a736.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Implementation](<https://github.com/zly-idleness/lws_demo>)

Recorded evaluation configuration: {"visible writing during speaking":"disabled"}. This record does not assert independent reproduction.

### Qwen-Omni

U Score: 66.3. Result ID: 6a27b03cfbc373592c23a732.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b881e209131cea88f3d.md>)

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

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