# Node Classification on Rice31 (40/10/50 random split)

Source: [Node Classification on Rice31 (40/10/50 random split)](<https://www.sota2.com/research/sota/node-classification-on-rice31-40-10-50-random-split>)

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

Data updated: 2026-02-26T05:34:37.515Z

Evaluation of Node Classification performance on the Rice31 dataset using a specific 40/10/50 random split configuration, typically measured by Accuracy Δ.

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) | Rice31 (40/10/50 random split) |
| Metric | Accuracy Δ |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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 Δ](<https://www.sota2.com/research/sota/node-classification-on-rice31-40-10-50-random-split.md?metric=Accuracy%20%CE%94>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy Δ | Result date | Report paper |
| --- | --- | --- | --- |
| Best C&S model | 1.39 | Not recorded | 68fa68aa1e209131cea1d9df |

### Best C&S model

Accuracy Δ: 1.39. Result ID: 698d7e028b517eb43321e9a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68aa1e209131cea1d9df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68aa1e209131cea1d9df.md>)

[Implementation](<https://github.com/CUAI/CorrectAndSmooth>)

Recorded evaluation configuration: {"Parameter Δ":"-99.02%","Time":"39.33 s"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.