# Node Classification on Toys -\> Movies zero-shot Source: [Node Classification on Toys -\> Movies zero-shot]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:22:08.463Z Evaluation of Node Classification performance on the zero-shot setting spanning the Toys and Movies datasets. 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 | Node Classification | | Dataset (including any stated split) | Toys -\> Movies zero-shot | | Metric | Accuracy | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Mario-8B | 41 | Not recorded | 69aa5f922d603e6de3e41958 | | Mario-8B | 41 | Not recorded | 69aa5f922d603e6de3e41958 | | MLaGA | 24.95 | Not recorded | 69aa5f922d603e6de3e41958 | | GraphPrompter | 11.15 | Not recorded | 69aa5f922d603e6de3e41958 | | LLaGA | 8.63 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 6.58 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP | 6.12 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 5.29 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP(Vision Only) | 4.61 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 4.32 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 3.61 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 3.29 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 3.11 | Not recorded | 69aa5f922d603e6de3e41958 | ### Mario-8B Accuracy: 41. Result ID: 69aa9cb76dbb7075b954a16e. [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: 41. Result ID: 69aa9cb76dbb7075b954a1e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLaGA Accuracy: 24.95. Result ID: 69aa9cb76dbb7075b954a1e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GraphPrompter Accuracy: 11.15. Result ID: 69aa9cb76dbb7075b954a1e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LLaGA Accuracy: 8.63. Result ID: 69aa9cb76dbb7075b954a1e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GATv2 Accuracy: 6.58. Result ID: 69aa9cb76dbb7075b954a1e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLP Accuracy: 6.12. Result ID: 69aa9cb76dbb7075b954a169. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### GCN Accuracy: 5.29. Result ID: 69aa9cb76dbb7075b954a1e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLP(Vision Only) Accuracy: 4.61. Result ID: 69aa9cb76dbb7075b954a16d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"vision-only"}. This record does not assert independent reproduction. ### GATv2 Accuracy: 4.32. Result ID: 69aa9cb76dbb7075b954a16b. [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: 3.61. Result ID: 69aa9cb76dbb7075b954a1e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GCN Accuracy: 3.29. Result ID: 69aa9cb76dbb7075b954a16a. [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: 3.11. Result ID: 69aa9cb76dbb7075b954a16c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.