# Game Playing on Balatro Out-of-distribution seeds

Source: [Game Playing on Balatro Out-of-distribution seeds](<https://www.sota2.com/research/sota/game-playing-on-balatro-out-of-distribution-seeds>)

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

Data updated: 2026-05-26T08:48:30.839Z

Evaluation of agents performing Game Playing tasks on the Balatro Out-of-distribution seeds dataset, measured by capped mean final round and completion rate.

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 | Game Playing |
| Dataset (including any stated split) | Balatro Out-of-distribution seeds |
| Metric | Capped Mean Final Round |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Capped Mean Final Round](<https://www.sota2.com/research/sota/game-playing-on-balatro-out-of-distribution-seeds.md?metric=Capped%20Mean%20Final%20Round>): Higher is better; unit: SCALAR.

- [Completion Rate](<https://www.sota2.com/research/sota/game-playing-on-balatro-out-of-distribution-seeds.md?metric=Completion%20Rate>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Capped Mean Final Round | Result date | Report paper |
| --- | --- | --- | --- |
| DemoEvolve | 24 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 21 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 20 | Not recorded | 6a152932dbd7150506f7dff8 |
| DemoEvolve | 20 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 19 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 17 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 16.83 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 16.33 | Not recorded | 6a152932dbd7150506f7dff8 |
| DemoEvolve | 16 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 14 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 13.7 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 12.7 | Not recorded | 6a152932dbd7150506f7dff8 |

### DemoEvolve

Capped Mean Final Round: 24. Result ID: 6a155dcdfbc373592c0cdab7.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"E"}. This record does not assert independent reproduction.

### BalatroLLM

Capped Mean Final Round: 21. Result ID: 6a155dcdfbc373592c0cdaae.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"E"}. This record does not assert independent reproduction.

### OpenResearch

Capped Mean Final Round: 20. Result ID: 6a155dcdfbc373592c0cdab4.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"E"}. This record does not assert independent reproduction.

### DemoEvolve

Capped Mean Final Round: 20. Result ID: 6a155dcdfbc373592c0cdab8.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Aggregate":"OOD Average"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 19. Result ID: 6a155dcdfbc373592c0cdab1.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb553c0636e5bf4afca110.md>)

Recorded evaluation configuration: {"Seed":"E"}. This record does not assert independent reproduction.

### OpenResearch

Capped Mean Final Round: 17. Result ID: 6a155dcdfbc373592c0cdab5.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Aggregate":"OOD Average"}. This record does not assert independent reproduction.

### BalatroLLM

Capped Mean Final Round: 16.83. Result ID: 6a155dcdfbc373592c0cdaaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Aggregate":"OOD Average"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 16.33. Result ID: 6a155dcdfbc373592c0cdab2.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb553c0636e5bf4afca110.md>)

Recorded evaluation configuration: {"Aggregate":"OOD Average"}. This record does not assert independent reproduction.

### DemoEvolve

Capped Mean Final Round: 16. Result ID: 6a155dcdfbc373592c0cdab6.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"D"}. This record does not assert independent reproduction.

### OpenResearch

Capped Mean Final Round: 14. Result ID: 6a155dcdfbc373592c0cdab3.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"D"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 13.7. Result ID: 6a155dcdfbc373592c0cdab0.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb553c0636e5bf4afca110.md>)

Recorded evaluation configuration: {"Seed":"D"}. This record does not assert independent reproduction.

### BalatroLLM

Capped Mean Final Round: 12.7. Result ID: 6a155dcdfbc373592c0cdaad.

[Reporting paper](<https://www.sota2.com/research/paper/6a152932dbd7150506f7dff8.md>)

Recorded evaluation configuration: {"Seed":"D"}. This record does not assert independent reproduction.

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