# Response Ranking on ParaS2SBench

Source: [Response Ranking on ParaS2SBench](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench>)

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

Data updated: 2026-03-09T06:59:19.292Z

Evaluation of response ranking performance on the ParaS2SBench dataset, focusing on demographic and sentiment attributes like Age, Emotion, Gender, and Sarcasm.

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 | Response Ranking |
| Dataset (including any stated split) | ParaS2SBench |
| Metric | Age Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Age Score](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench.md?metric=Age%20Score>): Higher is better; unit: SCALAR.

- [Emotion Score](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench.md?metric=Emotion%20Score>): Higher is better; unit: SCALAR.

- [Gender Score](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench.md?metric=Gender%20Score>): Higher is better; unit: SCALAR.

- [Sarcasm Score](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench.md?metric=Sarcasm%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/response-ranking-on-paras2sbench.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Age Score | Result date | Report paper |
| --- | --- | --- | --- |
| gpt-4o-mini-tts (good) | 4.42 | Not recorded | 691566140052cac1dc65d8c4 |
| Sesame | 4.412 | Not recorded | 691566140052cac1dc65d8c4 |
| YourTTS | 4.41 | Not recorded | 691566140052cac1dc65d8c4 |
| gpt-4o-mini-tts (good) | 4.38 | Not recorded | 691566140052cac1dc65d8c4 |
| CosyVoice | 4.38 | Not recorded | 691566140052cac1dc65d8c4 |
| Sesame | 4.216 | Not recorded | 691566140052cac1dc65d8c4 |
| YourTTS | 4.037 | Not recorded | 691566140052cac1dc65d8c4 |
| CosyVoice | 3.994 | Not recorded | 691566140052cac1dc65d8c4 |
| Qwen2.5 Omni | 2.93 | Not recorded | 691566140052cac1dc65d8c4 |
| Qwen2.5 Omni | 2.728 | Not recorded | 691566140052cac1dc65d8c4 |
| gpt-4o-audio-preview | 2.685 | Not recorded | 691566140052cac1dc65d8c4 |
| gpt-4o-audio-preview | 2.63 | Not recorded | 691566140052cac1dc65d8c4 |
| GLM-4-Voice | 2.57 | Not recorded | 691566140052cac1dc65d8c4 |
| GLM-4-Voice | 2.493 | Not recorded | 691566140052cac1dc65d8c4 |
| gpt-4o-mini-tts (bad) | 1.215 | Not recorded | 691566140052cac1dc65d8c4 |
| gpt-4o-mini-tts (bad) | 1.177 | Not recorded | 691566140052cac1dc65d8c4 |

### gpt-4o-mini-tts (good)

Age Score: 4.42. Result ID: 69ae6e916dbb7075b955f636.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### Sesame

Age Score: 4.412. Result ID: 69ae6e916dbb7075b955f63a.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### YourTTS

Age Score: 4.41. Result ID: 69ae6e916dbb7075b955f63e.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44651.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### gpt-4o-mini-tts (good)

Age Score: 4.38. Result ID: 69ae6e916dbb7075b955f637.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### CosyVoice

Age Score: 4.38. Result ID: 69ae6e916dbb7075b955f63c.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f3e0.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### Sesame

Age Score: 4.216. Result ID: 69ae6e916dbb7075b955f63b.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### YourTTS

Age Score: 4.037. Result ID: 69ae6e916dbb7075b955f63f.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f331e209131cea44651.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### CosyVoice

Age Score: 3.994. Result ID: 69ae6e916dbb7075b955f63d.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f3e0.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### Qwen2.5 Omni

Age Score: 2.93. Result ID: 69ae6e916dbb7075b955f642.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

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

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"S2S models"}. This record does not assert independent reproduction.

### Qwen2.5 Omni

Age Score: 2.728. Result ID: 69ae6e916dbb7075b955f643.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

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

Recorded evaluation configuration: {"Judge":"Human","Model Category":"S2S models"}. This record does not assert independent reproduction.

### gpt-4o-audio-preview

Age Score: 2.685. Result ID: 69ae6e916dbb7075b955f640.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"S2S models"}. This record does not assert independent reproduction.

### gpt-4o-audio-preview

Age Score: 2.63. Result ID: 69ae6e916dbb7075b955f641.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"S2S models"}. This record does not assert independent reproduction.

### GLM-4-Voice

Age Score: 2.57. Result ID: 69ae6e916dbb7075b955f644.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

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

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"S2S models"}. This record does not assert independent reproduction.

### GLM-4-Voice

Age Score: 2.493. Result ID: 69ae6e916dbb7075b955f645.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

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

Recorded evaluation configuration: {"Judge":"Human","Model Category":"S2S models"}. This record does not assert independent reproduction.

### gpt-4o-mini-tts (bad)

Age Score: 1.215. Result ID: 69ae6e916dbb7075b955f638.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Auto","Model Category":"TTS-based"}. This record does not assert independent reproduction.

### gpt-4o-mini-tts (bad)

Age Score: 1.177. Result ID: 69ae6e916dbb7075b955f639.

[Reporting paper](<https://www.sota2.com/research/paper/691566140052cac1dc65d8c4.md>)

Recorded evaluation configuration: {"Judge":"Human","Model Category":"TTS-based"}. This record does not assert independent reproduction.

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