# Spoken Language Understanding and Dialogue on URO Chinese

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

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

Data updated: 2026-05-11T07:28:48.576Z

Evaluation of Spoken Language Understanding and Dialogue capabilities using the URO Chinese dataset, measured across Understanding, Conversation, and Reasoning components.

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 Chinese |
| Metric | Understanding Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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 Score](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-chinese.md?metric=Understanding%20Score>): Higher is better; unit: PERCENT.

- [Conversation Score](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-chinese.md?metric=Conversation%20Score>): Higher is better; unit: PERCENT.

- [Reasoning Score](<https://www.sota2.com/research/sota/spoken-language-understanding-and-dialogue-on-uro-chinese.md?metric=Reasoning%20Score>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Understanding Score | Result date | Report paper |
| --- | --- | --- | --- |
| VITA-QINYU-8B | 89.76 | Not recorded | 6a016286dbc836b87d82302e |
| GLM-4-Voice | 88.57 | Not recorded | 6a016286dbc836b87d82302e |
| VITA-QINYU-4B | 82.41 | Not recorded | 6a016286dbc836b87d82302e |
| KimiAudio | 75.86 | Not recorded | 6a016286dbc836b87d82302e |
| Qwen2.5-Omni | 46.44 | Not recorded | 6a016286dbc836b87d82302e |
| Freeze-Omni | 28.15 | Not recorded | 6a016286dbc836b87d82302e |

### VITA-QINYU-8B

Understanding Score: 89.76. Result ID: 6a01846e47f34ce924e2f684.

[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.

### GLM-4-Voice

Understanding Score: 88.57. Result ID: 6a01846e47f34ce924e2f682.

[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.

### VITA-QINYU-4B

Understanding Score: 82.41. Result ID: 6a01846e47f34ce924e2f683.

[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.

### KimiAudio

Understanding Score: 75.86. Result ID: 6a01846e47f34ce924e2f681.

[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.

### Qwen2.5-Omni

Understanding Score: 46.44. Result ID: 6a01846e47f34ce924e2f680.

[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.

### Freeze-Omni

Understanding Score: 28.15. Result ID: 6a01846e47f34ce924e2f67f.

[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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