# Node Classification on Toys+Movies -\> CDs zero-shot Source: [Node Classification on Toys+Movies -\> CDs zero-shot]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:22:08.510Z Evaluation of Node Classification performance on the zero-shot setting derived from the Toys, Movies, and CDs datasets, measured by 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 | Node Classification | | 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 | 54.32 | Not recorded | 69aa5f922d603e6de3e41958 | | Mario-8B | 54.32 | Not recorded | 69aa5f922d603e6de3e41958 | | GraphPrompter | 36.66 | Not recorded | 69aa5f922d603e6de3e41958 | | MLaGA | 16.2 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 10.01 | Not recorded | 69aa5f922d603e6de3e41958 | | LLaGA | 9.69 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP(Vision Only) | 9.06 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 8.13 | Not recorded | 69aa5f922d603e6de3e41958 | | MLP | 7.04 | Not recorded | 69aa5f922d603e6de3e41958 | | GATv2 | 6.58 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 6.14 | Not recorded | 69aa5f922d603e6de3e41958 | | SAGE | 5.87 | Not recorded | 69aa5f922d603e6de3e41958 | | GCN | 5.64 | Not recorded | 69aa5f922d603e6de3e41958 | ### Mario-8B Accuracy (zero-shot): 54.32. Result ID: 69aa9cb76dbb7075b954a17a. [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): 54.32. Result ID: 69aa9cb76dbb7075b954a1f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GraphPrompter Accuracy (zero-shot): 36.66. Result ID: 69aa9cb76dbb7075b954a1f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLaGA Accuracy (zero-shot): 16.2. Result ID: 69aa9cb76dbb7075b954a1f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GCN Accuracy (zero-shot): 10.01. Result ID: 69aa9cb76dbb7075b954a176. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### LLaGA Accuracy (zero-shot): 9.69. Result ID: 69aa9cb76dbb7075b954a1f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### MLP(Vision Only) Accuracy (zero-shot): 9.06. Result ID: 69aa9cb76dbb7075b954a179. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"vision-only"}. This record does not assert independent reproduction. ### GATv2 Accuracy (zero-shot): 8.13. Result ID: 69aa9cb76dbb7075b954a177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### MLP Accuracy (zero-shot): 7.04. Result ID: 69aa9cb76dbb7075b954a175. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### GATv2 Accuracy (zero-shot): 6.58. Result ID: 69aa9cb76dbb7075b954a1f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SAGE Accuracy (zero-shot): 6.14. Result ID: 69aa9cb76dbb7075b954a178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction. ### SAGE Accuracy (zero-shot): 5.87. Result ID: 69aa9cb76dbb7075b954a1f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### GCN Accuracy (zero-shot): 5.64. Result ID: 69aa9cb76dbb7075b954a1f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.