# Game Interaction on MMG2Skill-Bench Game Source: [Game Interaction on MMG2Skill-Bench Game]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:37:31.874Z Evaluation of model performance on game interaction tasks within the MMG2Skill-Bench Game environment, typically 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 | Game Interaction | | Dataset (including any stated split) | MMG2Skill-Bench Game | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Success Rate | Result date | Report paper | | --- | --- | --- | --- | | MMG2Skill | 83.33 | Not recorded | 6a1e6443dbd7150506f85913 | | MMG2Skill | 80 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 76.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 73.33 | Not recorded | 6a1e6443dbd7150506f85913 | | MMG2Skill | 73.33 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 66.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 66.67 | Not recorded | 6a1e6443dbd7150506f85913 | | MMG2Skill | 66.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 60 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 56.67 | Not recorded | 6a1e6443dbd7150506f85913 | | MMG2Skill | 46.67 | Not recorded | 6a1e6443dbd7150506f85913 | | MMG2Skill | 46.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 33.33 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 23.33 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 16.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 16.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Vanilla | 16.67 | Not recorded | 6a1e6443dbd7150506f85913 | | Raw Guide | 10 | Not recorded | 6a1e6443dbd7150506f85913 | ### MMG2Skill Success Rate: 83.33. Result ID: 6a1ece13fbc373592c1a8584. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### MMG2Skill Success Rate: 80. Result ID: 6a1ece13fbc373592c1a8587. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 76.67. Result ID: 6a1ece13fbc373592c1a8586. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 73.33. Result ID: 6a1ece13fbc373592c1a8585. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-5.5","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### MMG2Skill Success Rate: 73.33. Result ID: 6a1ece13fbc373592c1a858a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 66.67. Result ID: 6a1ece13fbc373592c1a8582. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 66.67. Result ID: 6a1ece13fbc373592c1a8583. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude-Opus-4.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. ### MMG2Skill Success Rate: 66.67. Result ID: 6a1ece13fbc373592c1a8590. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 60. Result ID: 6a1ece13fbc373592c1a8589. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 56.67. Result ID: 6a1ece13fbc373592c1a8588. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### MMG2Skill Success Rate: 46.67. Result ID: 6a1ece13fbc373592c1a858d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### MMG2Skill Success Rate: 46.67. Result ID: 6a1ece13fbc373592c1a8593. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"MMG2Skill"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 33.33. Result ID: 6a1ece13fbc373592c1a858e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 23.33. Result ID: 6a1ece13fbc373592c1a858f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemini-3.1-Pro-Preview","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 16.67. Result ID: 6a1ece13fbc373592c1a858b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 16.67. Result ID: 6a1ece13fbc373592c1a858c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Kimi-K2.6","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. ### Vanilla Success Rate: 16.67. Result ID: 6a1ece13fbc373592c1a8591. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"Vanilla"}. This record does not assert independent reproduction. ### Raw Guide Success Rate: 10. Result ID: 6a1ece13fbc373592c1a8592. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3.6-Plus","Prompting Variant":"Raw Guide"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.