# Node Classification on VK\_class

Source: [Node Classification on VK\_class](<https://www.sota2.com/research/sota/node-classification-on-vk_class>)

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

Data updated: 2026-02-26T05:28:11.393Z

Evaluation of Node Classification performance on the VK\_class dataset, typically 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) | VK\_class |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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](<https://www.sota2.com/research/sota/node-classification-on-vk_class.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BGNN | 68.3 | Not recorded | 68fa6c0e1e209131cea31beb |
| GLNN | 64.1 | Not recorded | 68fa6c0e1e209131cea31beb |
| GNNs | 57.7 | Not recorded | 68fa6c0e1e209131cea31beb |
| LightGBM | 57 | Not recorded | 68fa6c0e1e209131cea31beb |
| MLP | 56.7 | Not recorded | 68fa6c0e1e209131cea31beb |

### BGNN

Accuracy: 68.3. Result ID: 698ebf4bffc3901de0a0ae83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2384d.md>)

Recorded evaluation configuration: {"role":"teacher"}. This record does not assert independent reproduction.

### GLNN

Accuracy: 64.1. Result ID: 698ebf4bffc3901de0a0ae85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Implementation](<https://github.com/snap-research/graphless-neural-networks>)

Recorded evaluation configuration: {"teacher":"BGNN"}. This record does not assert independent reproduction.

### GNNs

Accuracy: 57.7. Result ID: 698ebf4bffc3901de0a0ae82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2384d.md>)

Recorded evaluation configuration: {"selection\_criteria":"max(GAT, GCN, AGNN, APPNP)"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 57. Result ID: 698ebf4bffc3901de0a0ae81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea2384d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MLP

Accuracy: 56.7. Result ID: 698ebf4bffc3901de0a0ae84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31beb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2191b.md>)

[Implementation](<https://github.com/snap-stanford/ogb>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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