# Link Prediction on Toys+Movies -\> CDs zero-shot Source: [Link Prediction on Toys+Movies -\> CDs zero-shot]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:22:08.532Z Evaluation of Link Prediction performance on the Toys+Movies -\> CDs zero-shot dataset, measured using Accuracy. 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 | Link Prediction | | Dataset (including any stated split) | Toys+Movies -\> CDs zero-shot | | Metric | Accuracy (zero-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Accuracy (zero-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (zero-shot) | Result date | Report paper | | --- | --- | --- | --- | | Mario-8B | 82.5 | Not recorded | 69aa5f922d603e6de3e41958 | | Mario-8B | 82.5 | Not recorded | 69aa5f922d603e6de3e41958 | | LLaGA | 72.85 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 67.97 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 66.13 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 64.17 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 63 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 59.63 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 55.7 | Not recorded | 69aa5f922d603e6de3e41958 | | MLaGA | 52.82 | Not recorded | 69aa5f922d603e6de3e41958 | | GraphPrompter | 51 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP | 50.2 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP(Vision Only) | 46.09 | Not recorded | 69aa5f922d603e6de3e41958 | ### Mario-8B Accuracy (zero-shot): 82.5. Result ID: 69aa9cb76dbb7075b954a180. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### Mario-8B Accuracy (zero-shot): 82.5. Result ID: 69aa9cb76dbb7075b954a1fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LLaGA Accuracy (zero-shot): 72.85. Result ID: 69aa9cb76dbb7075b954a1fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GATv2 Accuracy (zero-shot): 67.97. Result ID: 69aa9cb76dbb7075b954a17d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### SAGE Accuracy (zero-shot): 66.13. Result ID: 69aa9cb76dbb7075b954a1fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GCN Accuracy (zero-shot): 64.17. Result ID: 69aa9cb76dbb7075b954a17c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### GATv2 Accuracy (zero-shot): 63. Result ID: 69aa9cb76dbb7075b954a1f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SAGE Accuracy (zero-shot): 59.63. Result ID: 69aa9cb76dbb7075b954a17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### GCN Accuracy (zero-shot): 55.7. Result ID: 69aa9cb76dbb7075b954a1f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLaGA Accuracy (zero-shot): 52.82. Result ID: 69aa9cb76dbb7075b954a1fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GraphPrompter Accuracy (zero-shot): 51. Result ID: 69aa9cb76dbb7075b954a1fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLP Accuracy (zero-shot): 50.2. Result ID: 69aa9cb76dbb7075b954a17b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### MLP(Vision Only) Accuracy (zero-shot): 46.09. Result ID: 69aa9cb76dbb7075b954a17f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"vision-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.