# Spoken Language Understanding and Dialogue on URO English

Source: [Spoken Language Understanding and Dialogue on URO English](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-english>)

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

Data updated: 2026-05-11T07:28:48.543Z

Evaluation of Spoken Language Understanding and Dialogue performance on the URO English dataset, reporting scores for Understanding, Conversation, Reasoning, and overall Average.

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 Language Understanding and Dialogue |
| Dataset (including any stated split) | URO English |
| Metric | Understanding |
| Unit | PERCENT |
| Direction | Higher 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

- [Understanding](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-english.md?metric=Understanding>): Higher is better; unit: PERCENT.

- [Conversation](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-english.md?metric=Conversation>): Higher is better; unit: PERCENT.

- [Reasoning](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-english.md?metric=Reasoning>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Understanding | Result date | Report paper |
| --- | --- | --- | --- |
| VITA-QINYU-8B | 89.91 | Not recorded | 6a016286dbc836b87d82302e |
| KimiAudio | 83.36 | Not recorded | 6a016286dbc836b87d82302e |
| VITA-QINYU-4B | 82.31 | Not recorded | 6a016286dbc836b87d82302e |
| GLM-4-Voice | 82.16 | Not recorded | 6a016286dbc836b87d82302e |
| Qwen2.5-Omni | 66.29 | Not recorded | 6a016286dbc836b87d82302e |
| Chroma | 60.59 | Not recorded | 6a016286dbc836b87d82302e |
| Freeze-Omni | 58.68 | Not recorded | 6a016286dbc836b87d82302e |

### VITA-QINYU-8B

Understanding: 89.91. Result ID: 6a01846e47f34ce924e2f67e.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

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

### KimiAudio

Understanding: 83.36. Result ID: 6a01846e47f34ce924e2f67a.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

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

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

### VITA-QINYU-4B

Understanding: 82.31. Result ID: 6a01846e47f34ce924e2f67d.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

Recorded evaluation configuration: {"#Param":"4B"}. This record does not assert independent reproduction.

### GLM-4-Voice

Understanding: 82.16. Result ID: 6a01846e47f34ce924e2f67b.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

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

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

### Qwen2.5-Omni

Understanding: 66.29. Result ID: 6a01846e47f34ce924e2f679.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

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

### Chroma

Understanding: 60.59. Result ID: 6a01846e47f34ce924e2f67c.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/696dba5de25ad2fa9d1ecaea.md>)

[Implementation](<https://github.com/FlashLabs-AI-Corp/FlashLabs-Chroma>)

Recorded evaluation configuration: {"#Param":"4B"}. This record does not assert independent reproduction.

### Freeze-Omni

Understanding: 58.68. Result ID: 6a01846e47f34ce924e2f678.

[Reporting paper](<https://www.sota2.com/research/paper/6a016286dbc836b87d82302e.md>)

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

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

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