# Strategic Game Playing on TextArena SPIN-Bench

Source: [Strategic Game Playing on TextArena SPIN-Bench](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench>)

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

Data updated: 2026-03-11T07:03:51.820Z

Evaluation of strategic game playing performance across various scenarios (e.g., Negotiation, Poker, Tak) within the TextArena SPIN-Bench framework, measured by metrics like Win Rate and RSE.

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 | Strategic Game Playing |
| Dataset (including any stated split) | TextArena SPIN-Bench |
| Metric | Win Rate (Simple Negotiation) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Win Rate (Simple Negotiation)](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Win%20Rate%20(Simple%20Negotiation)>): Higher is better; unit: PERCENT.

- [Win Rate (Two Dollar Game)](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Win%20Rate%20(Two%20Dollar%20Game)>): Higher is better; unit: PERCENT.

- [Win Rate (Kuhn Poker)](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Win%20Rate%20(Kuhn%20Poker)>): Higher is better; unit: PERCENT.

- [Win Rate (Briscola)](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Win%20Rate%20(Briscola)>): Higher is better; unit: PERCENT.

- [Win Rate (Simple Tak)](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Win%20Rate%20(Simple%20Tak)>): Higher is better; unit: PERCENT.

- [Mean Win Rate](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Mean%20Win%20Rate>): Higher is better; unit: PERCENT.

- [Mean RSE](<https://www.sota2.com/research/sota/strategic-game-playing-on-textarena-spin-bench.md?metric=Mean%20RSE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Win Rate (Simple Negotiation) | Result date | Report paper |
| --- | --- | --- | --- |
| MEMO | 54.9 | Not recorded | 69b0f6f52d603e6de3e45c5a |
| MEMO | 48 | Not recorded | 69b0f6f52d603e6de3e45c5a |
| baseline | 31.3 | Not recorded | 69b0f6f52d603e6de3e45c5a |
| MEMO | 30 | Not recorded | 69b0f6f52d603e6de3e45c5a |
| baseline | 24 | Not recorded | 69b0f6f52d603e6de3e45c5a |
| baseline | 14 | Not recorded | 69b0f6f52d603e6de3e45c5a |

### MEMO

Win Rate (Simple Negotiation): 54.9. Result ID: 69b113bc6dbb7075b95af612.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Implementation](<https://github.com/openverse-ai/MEMO>)

Recorded evaluation configuration: {"Base Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### MEMO

Win Rate (Simple Negotiation): 48. Result ID: 69b113bc6dbb7075b95af614.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Implementation](<https://github.com/openverse-ai/MEMO>)

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

### baseline

Win Rate (Simple Negotiation): 31.3. Result ID: 69b113bc6dbb7075b95af611.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c61e209131cea7a701.md>)

Recorded evaluation configuration: {"Base Model":"GPT-4o-mini"}. This record does not assert independent reproduction.

### MEMO

Win Rate (Simple Negotiation): 30. Result ID: 69b113bc6dbb7075b95af616.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Implementation](<https://github.com/openverse-ai/MEMO>)

Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash"}. This record does not assert independent reproduction.

### baseline

Win Rate (Simple Negotiation): 24. Result ID: 69b113bc6dbb7075b95af613.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c61e209131cea7a701.md>)

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

### baseline

Win Rate (Simple Negotiation): 14. Result ID: 69b113bc6dbb7075b95af615.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6f52d603e6de3e45c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c61e209131cea7a701.md>)

Recorded evaluation configuration: {"Base Model":"Gemini-2.5-Flash"}. This record does not assert independent reproduction.

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