# Speech-to-Text reasoning on Kimi-Audio-Evalkit s2t

Source: [Speech-to-Text reasoning on Kimi-Audio-Evalkit s2t](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t>)

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

Data updated: 2026-07-01T07:32:11.700Z

Evaluation of model performance on speech-to-text reasoning tasks using the Kimi-Audio-Evalkit s2t dataset, measured across various specialized reasoning and question-answering metrics.

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 | Speech-to-Text reasoning |
| Dataset (including any stated split) | Kimi-Audio-Evalkit s2t |
| Metric | Llama Q Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Llama Q Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Llama%20Q%20Score>): Higher is better; unit: PERCENT.

- [Web Q Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Web%20Q%20Score>): Higher is better; unit: PERCENT.

- [Trivia Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Trivia%20Score>): Higher is better; unit: PERCENT.

- [Alpaca Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Alpaca%20Score>): Higher is better; unit: SCALAR.

- [Common Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Common%20Score>): Higher is better; unit: SCALAR.

- [IFEval Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=IFEval%20Score>): Higher is better; unit: SCALAR.

- [SD-QA Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=SD-QA%20Score>): Higher is better; unit: PERCENT.

- [AdvB Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=AdvB%20Score>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/speech-to-text-reasoning-on-kimi-audio-evalkit-s2t.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Llama Q Score | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini 2.5-Pro | 87 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Qwen3-Omni-30B-A3B | 82 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Fun-Audio-Chat-8B | 80 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 80 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 80 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Mimo-Audio-7B | 79 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Kimi-Audio-7B | 79 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage2 | 79 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage2 | 79 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 79 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage2 | 78 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage2 | 78 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 78 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 77 | Not recorded | 6a449eeee0224bd4f4992db8 |
| GLM-4-Voice-9B | 76 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Qwen2.5-Omni-7B | 76 | Not recorded | 6a449eeee0224bd4f4992db8 |
| FlexiSLM-7B-Stage3 | 75 | Not recorded | 6a449eeee0224bd4f4992db8 |
| Qwen2-Audio-7B | 68 | Not recorded | 6a449eeee0224bd4f4992db8 |

### Gemini 2.5-Pro

Llama Q Score: 87. Result ID: 6a44c27a73d097d845be749f.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### Qwen3-Omni-30B-A3B

Llama Q Score: 82. Result ID: 6a44c27a73d097d845be74a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

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

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"12.5"}. This record does not assert independent reproduction.

### Fun-Audio-Chat-8B

Llama Q Score: 80. Result ID: 6a44c27a73d097d845be74a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b737353fdd5c361739931.md>)

Recorded evaluation configuration: {"In FR":"5.0","Out FR":"5.0"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 80. Result ID: 6a44c27a73d097d845be74ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"12.5"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 80. Result ID: 6a44c27a73d097d845be74ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"6.25"}. This record does not assert independent reproduction.

### Mimo-Audio-7B

Llama Q Score: 79. Result ID: 6a44c27a73d097d845be74a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff7e53fdd5c36173df40.md>)

Recorded evaluation configuration: {"In FR":"6.25","Out FR":"6.25"}. This record does not assert independent reproduction.

### Kimi-Audio-7B

Llama Q Score: 79. Result ID: 6a44c27a73d097d845be74a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

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

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"12.5"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage2

Llama Q Score: 79. Result ID: 6a44c27a73d097d845be74a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"12.5"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage2

Llama Q Score: 79. Result ID: 6a44c27a73d097d845be74a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"6.25"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 79. Result ID: 6a44c27a73d097d845be74ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"6.25","Out FR":"12.5"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage2

Llama Q Score: 78. Result ID: 6a44c27a73d097d845be74a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"6.25","Out FR":"12.5"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage2

Llama Q Score: 78. Result ID: 6a44c27a73d097d845be74aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"6.25","Out FR":"6.25"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 78. Result ID: 6a44c27a73d097d845be74ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"6.25","Out FR":"6.25"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 77. Result ID: 6a44c27a73d097d845be74af.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"5.0","Out FR":"5.0"}. This record does not assert independent reproduction.

### GLM-4-Voice-9B

Llama Q Score: 76. Result ID: 6a44c27a73d097d845be74a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

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

Recorded evaluation configuration: {"In FR":"12.5","Out FR":"12.5"}. This record does not assert independent reproduction.

### Qwen2.5-Omni-7B

Llama Q Score: 76. Result ID: 6a44c27a73d097d845be74a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

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

Recorded evaluation configuration: {"In FR":"25","Out FR":"50"}. This record does not assert independent reproduction.

### FlexiSLM-7B-Stage3

Llama Q Score: 75. Result ID: 6a44c27a73d097d845be74b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Implementation](<https://github.com/AmphionTeam/FlexiSLM>)

Recorded evaluation configuration: {"In FR":"4.0","Out FR":"4.0"}. This record does not assert independent reproduction.

### Qwen2-Audio-7B

Llama Q Score: 68. Result ID: 6a44c27a73d097d845be74a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eeee0224bd4f4992db8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74131e209131cea5fad2.md>)

Recorded evaluation configuration: {"In FR":"25"}. This record does not assert independent reproduction.

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