# Role-Playing on RPGBench Aggregate (Overall)

Source: [Role-Playing on RPGBench Aggregate (Overall)](<https://www.sota2.com/research/sota/role-playing-on-rpgbench-aggregate-overall>)

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

Data updated: 2026-02-26T05:36:23.474Z

Evaluation of general role-playing capabilities using the overall aggregate results from the RPGBench suite.

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 | Role-Playing |
| Dataset (including any stated split) | RPGBench Aggregate (Overall) |
| Metric | Avg Score |
| Unit | SCALAR |
| 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

- [Avg Score](<https://www.sota2.com/research/sota/role-playing-on-rpgbench-aggregate-overall.md?metric=Avg%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Avg Score | Result date | Report paper |
| --- | --- | --- | --- |
| CoRL | -0.026 | Not recorded | 6948d057423ea42265729d41 |
| RL | -0.041 | Not recorded | 6948d057423ea42265729d41 |
| SFT | -0.057 | Not recorded | 6948d057423ea42265729d41 |
| CoRL | -0.058 | Not recorded | 6948d057423ea42265729d41 |
| DA | -0.062 | Not recorded | 6948d057423ea42265729d41 |
| RL | -0.087 | Not recorded | 6948d057423ea42265729d41 |
| DA | -0.091 | Not recorded | 6948d057423ea42265729d41 |
| SFT | -0.093 | Not recorded | 6948d057423ea42265729d41 |
| ThinkingSFT | -0.107 | Not recorded | 6948d057423ea42265729d41 |
| ThinkingSFT | -0.113 | Not recorded | 6948d057423ea42265729d41 |
| ThinkingRL | -0.183 | Not recorded | 6948d057423ea42265729d41 |
| ThinkingRL | -0.218 | Not recorded | 6948d057423ea42265729d41 |
| RFT | -0.233 | Not recorded | 6948d057423ea42265729d41 |
| DPO | -0.253 | Not recorded | 6948d057423ea42265729d41 |
| ICL | -0.265 | Not recorded | 6948d057423ea42265729d41 |
| ICL | -0.435 | Not recorded | 6948d057423ea42265729d41 |
| DPO | -0.489 | Not recorded | 6948d057423ea42265729d41 |
| RFT | -0.722 | Not recorded | 6948d057423ea42265729d41 |

### CoRL

Avg Score: -0.026. Result ID: 6999501b5698665ec4ba9a57.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### RL

Avg Score: -0.041. Result ID: 6999501b5698665ec4ba9a54.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### SFT

Avg Score: -0.057. Result ID: 6999501b5698665ec4ba9a50.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### CoRL

Avg Score: -0.058. Result ID: 6999501b5698665ec4ba9a60.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

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

### DA

Avg Score: -0.062. Result ID: 6999501b5698665ec4ba9a51.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e01e209131cea6f891.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### RL

Avg Score: -0.087. Result ID: 6999501b5698665ec4ba9a5d.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

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

### DA

Avg Score: -0.091. Result ID: 6999501b5698665ec4ba9a5a.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e01e209131cea6f891.md>)

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

### SFT

Avg Score: -0.093. Result ID: 6999501b5698665ec4ba9a59.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

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

### ThinkingSFT

Avg Score: -0.107. Result ID: 6999501b5698665ec4ba9a5e.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79021e209131cea7ba49.md>)

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

### ThinkingSFT

Avg Score: -0.113. Result ID: 6999501b5698665ec4ba9a55.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79021e209131cea7ba49.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ThinkingRL

Avg Score: -0.183. Result ID: 6999501b5698665ec4ba9a56.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79021e209131cea7ba49.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ThinkingRL

Avg Score: -0.218. Result ID: 6999501b5698665ec4ba9a5f.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79021e209131cea7ba49.md>)

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

### RFT

Avg Score: -0.233. Result ID: 6999501b5698665ec4ba9a5c.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

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

### DPO

Avg Score: -0.253. Result ID: 6999501b5698665ec4ba9a52.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73f21e209131cea5f078.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ICL

Avg Score: -0.265. Result ID: 6999501b5698665ec4ba9a4f.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a71e209131cea5db60.md>)

[Implementation](<https://github.com/InteractiveNLP-Team/RoleLLM-public>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

### ICL

Avg Score: -0.435. Result ID: 6999501b5698665ec4ba9a58.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a71e209131cea5db60.md>)

[Implementation](<https://github.com/InteractiveNLP-Team/RoleLLM-public>)

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

### DPO

Avg Score: -0.489. Result ID: 6999501b5698665ec4ba9a5b.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73f21e209131cea5f078.md>)

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

### RFT

Avg Score: -0.722. Result ID: 6999501b5698665ec4ba9a53.

[Reporting paper](<https://www.sota2.com/research/paper/6948d057423ea42265729d41.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
