# Game Playing on Balatro In-distribution seeds

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

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

Data updated: 2026-05-26T08:48:30.797Z

Evaluation of model performance on playing the card game Balatro using in-distribution seeds, 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 In-distribution seeds |
| Metric | Capped Mean Final Round |
| 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

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

## Recorded results

| Method | Capped Mean Final Round | Result date | Report paper |
| --- | --- | --- | --- |
| DemoEvolve | 24 | Not recorded | 6a152932dbd7150506f7dff8 |
| DemoEvolve | 24 | Not recorded | 6a152932dbd7150506f7dff8 |
| DemoEvolve | 23.33 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 23 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 22 | Not recorded | 6a152932dbd7150506f7dff8 |
| DemoEvolve | 22 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 19.33 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 18.3 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 17.7 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 17.3 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 17 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 17 | Not recorded | 6a152932dbd7150506f7dff8 |
| Meta-Harness | 16.7 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 16.67 | Not recorded | 6a152932dbd7150506f7dff8 |
| OpenResearch | 15 | Not recorded | 6a152932dbd7150506f7dff8 |
| BalatroLLM | 12 | Not recorded | 6a152932dbd7150506f7dff8 |

### DemoEvolve

Capped Mean Final Round: 24. Result ID: 6a155dcdfbc373592c0cdaaa.

[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":"B"}. This record does not assert independent reproduction.

### DemoEvolve

Capped Mean Final Round: 24. Result ID: 6a155dcdfbc373592c0cdaab.

[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":"C"}. This record does not assert independent reproduction.

### DemoEvolve

Capped Mean Final Round: 23.33. Result ID: 6a155dcdfbc373592c0cdaac.

[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":"ID Average"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 23. Result ID: 6a155dcdfbc373592c0cdaa2.

[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":"B"}. This record does not assert independent reproduction.

### BalatroLLM

Capped Mean Final Round: 22. Result ID: 6a155dcdfbc373592c0cda9e.

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

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

### DemoEvolve

Capped Mean Final Round: 22. Result ID: 6a155dcdfbc373592c0cdaa9.

[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":"A"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 19.33. Result ID: 6a155dcdfbc373592c0cdaa4.

[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":"ID Average"}. This record does not assert independent reproduction.

### Meta-Harness

Capped Mean Final Round: 18.3. Result ID: 6a155dcdfbc373592c0cdaa3.

[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":"C"}. This record does not assert independent reproduction.

### OpenResearch

Capped Mean Final Round: 17.7. Result ID: 6a155dcdfbc373592c0cdaa7.

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

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

### OpenResearch

Capped Mean Final Round: 17.3. Result ID: 6a155dcdfbc373592c0cdaa5.

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

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

### BalatroLLM

Capped Mean Final Round: 17. Result ID: 6a155dcdfbc373592c0cda9f.

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

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

### BalatroLLM

Capped Mean Final Round: 17. Result ID: 6a155dcdfbc373592c0cdaa0.

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

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

### Meta-Harness

Capped Mean Final Round: 16.7. Result ID: 6a155dcdfbc373592c0cdaa1.

[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":"A"}. This record does not assert independent reproduction.

### OpenResearch

Capped Mean Final Round: 16.67. Result ID: 6a155dcdfbc373592c0cdaa8.

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

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

### OpenResearch

Capped Mean Final Round: 15. Result ID: 6a155dcdfbc373592c0cdaa6.

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

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

### BalatroLLM

Capped Mean Final Round: 12. Result ID: 6a155dcdfbc373592c0cda9d.

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

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

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