# Social Reasoning on Sotopia (all)

Source: [Social Reasoning on Sotopia (all)](<https://www.sota2.com/research/sota/social-reasoning-on-sotopia-all>)

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

Data updated: 2026-04-14T08:30:53.471Z

Evaluation of model performance on Social Reasoning tasks using the Sotopia (all) dataset, measured by Rel, Know, Goal, and Avg. 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 | Social Reasoning |
| Dataset (including any stated split) | Sotopia (all) |
| Metric | Rel Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Rel Score](<https://www.sota2.com/research/sota/social-reasoning-on-sotopia-all.md?metric=Rel%20Score>): Higher is better; unit: SCALAR.

- [Know Score](<https://www.sota2.com/research/sota/social-reasoning-on-sotopia-all.md?metric=Know%20Score>): Higher is better; unit: SCALAR.

- [Goal Score](<https://www.sota2.com/research/sota/social-reasoning-on-sotopia-all.md?metric=Goal%20Score>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | Rel Score | Result date | Report paper |
| --- | --- | --- | --- |
| FT+MS | 2.73 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+MS+Uttr (TOMA) | 2.7 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base+MS | 2.47 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+Uttr | 2.42 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+MS | 2.37 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+MS+Uttr (TOMA) | 2.37 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+MS+Uttr (TOMA) | 2.18 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base | 2.07 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+Uttr | 1.92 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base+MS | 1.54 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+MS | 1.49 | Not recorded | 68fa7ba61e209131cea89a30 |
| FT+Uttr | 1.28 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base+MS | 1.2 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base | 0.97 | Not recorded | 68fa7ba61e209131cea89a30 |
| Base | 0.27 | Not recorded | 68fa7ba61e209131cea89a30 |

### FT+MS

Rel Score: 2.73. Result ID: 69ddfa1247f34ce924c55e92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### FT+MS+Uttr (TOMA)

Rel Score: 2.7. Result ID: 69ddfa1247f34ce924c55e93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### Base+MS

Rel Score: 2.47. Result ID: 69ddfa1247f34ce924c55e90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### FT+Uttr

Rel Score: 2.42. Result ID: 69ddfa1247f34ce924c55e91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### FT+MS

Rel Score: 2.37. Result ID: 69ddfa1247f34ce924c55e8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction.

### FT+MS+Uttr (TOMA)

Rel Score: 2.37. Result ID: 69ddfa1247f34ce924c55e98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction.

### FT+MS+Uttr (TOMA)

Rel Score: 2.18. Result ID: 69ddfa1247f34ce924c55e8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction.

### Base

Rel Score: 2.07. Result ID: 69ddfa1247f34ce924c55e8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### FT+Uttr

Rel Score: 1.92. Result ID: 69ddfa1247f34ce924c55e8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction.

### Base+MS

Rel Score: 1.54. Result ID: 69ddfa1247f34ce924c55e8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction.

### FT+MS

Rel Score: 1.49. Result ID: 69ddfa1247f34ce924c55e97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction.

### FT+Uttr

Rel Score: 1.28. Result ID: 69ddfa1247f34ce924c55e96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction.

### Base+MS

Rel Score: 1.2. Result ID: 69ddfa1247f34ce924c55e95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction.

### Base

Rel Score: 0.97. Result ID: 69ddfa1247f34ce924c55e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-3B"}. This record does not assert independent reproduction.

### Base

Rel Score: 0.27. Result ID: 69ddfa1247f34ce924c55e94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba61e209131cea89a30.md>)

Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction.

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