# Strategic Decision Making on MMG2Skill-Bench Strategy

Source: [Strategic Decision Making on MMG2Skill-Bench Strategy](<https://www.sota2.com/research/sota/strategic-decision-making-on-mmg2skill-bench-strategy>)

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

Data updated: 2026-06-02T12:37:31.902Z

Evaluation of model performance on strategic decision-making tasks using the MMG2Skill-Bench Strategy dataset, measured by Success 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 | Strategic Decision Making |
| Dataset (including any stated split) | MMG2Skill-Bench Strategy |
| Metric | Success Rate |
| Unit | PERCENT |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/strategic-decision-making-on-mmg2skill-bench-strategy.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| MMG2Skill | 69.17 | Not recorded | 6a1e6443dbd7150506f85913 |
| MMG2Skill | 65 | Not recorded | 6a1e6443dbd7150506f85913 |
| MMG2Skill | 61.67 | Not recorded | 6a1e6443dbd7150506f85913 |
| MMG2Skill | 60.83 | Not recorded | 6a1e6443dbd7150506f85913 |
| MMG2Skill | 60.83 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 54.17 | Not recorded | 6a1e6443dbd7150506f85913 |
| MMG2Skill | 52.5 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 52.5 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 50 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 49.17 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 48.33 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 46.67 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 44.17 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 44.17 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 41.67 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 40.83 | Not recorded | 6a1e6443dbd7150506f85913 |
| Vanilla | 40 | Not recorded | 6a1e6443dbd7150506f85913 |
| Raw Guide | 39.17 | Not recorded | 6a1e6443dbd7150506f85913 |

### MMG2Skill

Success Rate: 69.17. Result ID: 6a1ece13fbc373592c1a85a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### MMG2Skill

Success Rate: 65. Result ID: 6a1ece13fbc373592c1a8599.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### MMG2Skill

Success Rate: 61.67. Result ID: 6a1ece13fbc373592c1a859c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### MMG2Skill

Success Rate: 60.83. Result ID: 6a1ece13fbc373592c1a8596.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### MMG2Skill

Success Rate: 60.83. Result ID: 6a1ece13fbc373592c1a85a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 54.17. Result ID: 6a1ece13fbc373592c1a85a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### MMG2Skill

Success Rate: 52.5. Result ID: 6a1ece13fbc373592c1a859f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

[Implementation](<https://github.com/NJU-LINK/MMG2Skill>)

Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 52.5. Result ID: 6a1ece13fbc373592c1a85a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 50. Result ID: 6a1ece13fbc373592c1a8598.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 49.17. Result ID: 6a1ece13fbc373592c1a8597.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 48.33. Result ID: 6a1ece13fbc373592c1a85a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 46.67. Result ID: 6a1ece13fbc373592c1a859d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 44.17. Result ID: 6a1ece13fbc373592c1a8595.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 44.17. Result ID: 6a1ece13fbc373592c1a85a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 41.67. Result ID: 6a1ece13fbc373592c1a8594.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 40.83. Result ID: 6a1ece13fbc373592c1a859e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

### Vanilla

Success Rate: 40. Result ID: 6a1ece13fbc373592c1a859a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction.

### Raw Guide

Success Rate: 39.17. Result ID: 6a1ece13fbc373592c1a859b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6443dbd7150506f85913.md>)

Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction.

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