# Link Prediction on Toys -\> Movies zero-shot

Source: [Link Prediction on Toys -\> Movies zero-shot](<https://www.sota2.com/research/sota/link-prediction-on-toys-movies-zero-shot>)

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

Data updated: 2026-03-06T09:22:08.486Z

Evaluation of Link Prediction performance on the Toys -\> Movies 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 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)](<https://www.sota2.com/research/sota/link-prediction-on-toys-movies-zero-shot.md?metric=Accuracy%20(zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (zero-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| Mario-8B | 86.6 | Not recorded | 69aa5f922d603e6de3e41958 |
| Mario-8B | 86.6 | Not recorded | 69aa5f922d603e6de3e41958 |
| MLaGA | 79.87 | Not recorded | 69aa5f922d603e6de3e41958 |
| GraphPrompter | 72.7 | Not recorded | 69aa5f922d603e6de3e41958 |
| GATv2 | 64.47 | Not recorded | 69aa5f922d603e6de3e41958 |
| GCN | 62.23 | Not recorded | 69aa5f922d603e6de3e41958 |
| GCN | 62.13 | Not recorded | 69aa5f922d603e6de3e41958 |
| GATv2 | 62.03 | Not recorded | 69aa5f922d603e6de3e41958 |
| LLaGA | 62 | Not recorded | 69aa5f922d603e6de3e41958 |
| SAGE | 61.8 | Not recorded | 69aa5f922d603e6de3e41958 |
| SAGE | 55.83 | Not recorded | 69aa5f922d603e6de3e41958 |
| MLP | 52.6 | Not recorded | 69aa5f922d603e6de3e41958 |
| MLP(Vision Only) | 52.13 | Not recorded | 69aa5f922d603e6de3e41958 |

### Mario-8B

Accuracy (zero-shot): 86.6. Result ID: 69aa9cb76dbb7075b954a174.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Implementation](<https://github.com/sunyuanfu/Mario>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction.

### Mario-8B

Accuracy (zero-shot): 86.6. Result ID: 69aa9cb76dbb7075b954a1f0.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Implementation](<https://github.com/sunyuanfu/Mario>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### MLaGA

Accuracy (zero-shot): 79.87. Result ID: 69aa9cb76dbb7075b954a1ef.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791b1e209131cea7c282.md>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### GraphPrompter

Accuracy (zero-shot): 72.7. Result ID: 69aa9cb76dbb7075b954a1ed.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72951e209131cea574b8.md>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### GATv2

Accuracy (zero-shot): 64.47. Result ID: 69aa9cb76dbb7075b954a171.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feef.md>)

[Implementation](<https://github.com/tech-srl/how_attentive_are_gats>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction.

### GCN

Accuracy (zero-shot): 62.23. Result ID: 69aa9cb76dbb7075b954a1ea.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### GCN

Accuracy (zero-shot): 62.13. Result ID: 69aa9cb76dbb7075b954a170.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction.

### GATv2

Accuracy (zero-shot): 62.03. Result ID: 69aa9cb76dbb7075b954a1eb.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2feef.md>)

[Implementation](<https://github.com/tech-srl/how_attentive_are_gats>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### LLaGA

Accuracy (zero-shot): 62. Result ID: 69aa9cb76dbb7075b954a1ee.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5905c.md>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### SAGE

Accuracy (zero-shot): 61.8. Result ID: 69aa9cb76dbb7075b954a1ec.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c401e209131cea3304e.md>)

Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction.

### SAGE

Accuracy (zero-shot): 55.83. Result ID: 69aa9cb76dbb7075b954a172.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c401e209131cea3304e.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction.

### MLP

Accuracy (zero-shot): 52.6. Result ID: 69aa9cb76dbb7075b954a16f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"text-only"}. This record does not assert independent reproduction.

### MLP(Vision Only)

Accuracy (zero-shot): 52.13. Result ID: 69aa9cb76dbb7075b954a173.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41958.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-Shot","Modality":"vision-only"}. This record does not assert independent reproduction.

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