# Link Prediction on Toys to Books zero-shot (test)

Source: [Link Prediction on Toys to Books zero-shot (test)](<https://www.sota2.com/research/sota/link-prediction-on-toys-to-books-zero-shot-test>)

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

Data updated: 2026-03-06T09:22:08.721Z

Evaluation of Link Prediction performance on the zero-shot test split of the Toys to Books 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 to Books zero-shot (test) |
| Metric | Accuracy (zero-shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-to-books-zero-shot-test.md?metric=Accuracy%20(zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (zero-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| Mario-8B | 78.3 | Not recorded | 69aa5f922d603e6de3e41958 |
| GraphPrompter | 62.5 | Not recorded | 69aa5f922d603e6de3e41958 |
| MLaGA | 57.85 | Not recorded | 69aa5f922d603e6de3e41958 |
| LLaGA | 52.5 | Not recorded | 69aa5f922d603e6de3e41958 |
| GATv2 | 49 | Not recorded | 69aa5f922d603e6de3e41958 |
| SAGE | 48.4 | Not recorded | 69aa5f922d603e6de3e41958 |
| GCN | 45.43 | Not recorded | 69aa5f922d603e6de3e41958 |

### Mario-8B

Accuracy (zero-shot): 78.3. Result ID: 69aa9cb76dbb7075b954a20c.

[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.

### GraphPrompter

Accuracy (zero-shot): 62.5. Result ID: 69aa9cb76dbb7075b954a209.

[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.

### MLaGA

Accuracy (zero-shot): 57.85. Result ID: 69aa9cb76dbb7075b954a20b.

[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.

### LLaGA

Accuracy (zero-shot): 52.5. Result ID: 69aa9cb76dbb7075b954a20a.

[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.

### GATv2

Accuracy (zero-shot): 49. Result ID: 69aa9cb76dbb7075b954a207.

[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.

### SAGE

Accuracy (zero-shot): 48.4. Result ID: 69aa9cb76dbb7075b954a208.

[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.

### GCN

Accuracy (zero-shot): 45.43. Result ID: 69aa9cb76dbb7075b954a206.

[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.

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