# Relation Prediction on Malaviya 500 sampled triplets (test)

Source: [Relation Prediction on Malaviya 500 sampled triplets (test)](<https://www.sota2.com/research/sota/relation-prediction-on-malaviya-500-sampled-triplets-test>)

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

Data updated: 2026-02-26T05:39:59.067Z

Evaluation of Relation Prediction performance on the test split of the Malaviya 500 sampled triplets dataset, measured using metrics such as Proportion, # Predicted, and # Meaningful.

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 | Relation Prediction |
| Dataset (including any stated split) | Malaviya 500 sampled triplets (test) |
| Metric | Count Predicted |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Count Predicted](<https://www.sota2.com/research/sota/relation-prediction-on-malaviya-500-sampled-triplets-test.md?metric=Count%20Predicted>): Higher is better; unit: SCALAR.

- [Count Meaningful](<https://www.sota2.com/research/sota/relation-prediction-on-malaviya-500-sampled-triplets-test.md?metric=Count%20Meaningful>): Higher is better; unit: SCALAR.

- [Proportion](<https://www.sota2.com/research/sota/relation-prediction-on-malaviya-500-sampled-triplets-test.md?metric=Proportion>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Count Predicted | Result date | Report paper |
| --- | --- | --- | --- |
| Rel-CSKGC | 174 | Not recorded | 68fa6f761e209131cea45bc2 |
| SynLink | 133 | Not recorded | 68fa6f761e209131cea45bc2 |
| InductivE | 132 | Not recorded | 68fa6f761e209131cea45bc2 |

### Rel-CSKGC

Count Predicted: 174. Result ID: 6990c10e3a6c314849030335.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f761e209131cea45bc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f761e209131cea45bc2.md>)

[Implementation](<https://github.com/NUSTM/Dense-ATOMIC>)

Recorded evaluation configuration: {"negative sampling":"standard"}. This record does not assert independent reproduction.

### SynLink

Count Predicted: 133. Result ID: 6990c10e3a6c314849030333.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f761e209131cea45bc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b6f.md>)

Recorded evaluation configuration: {"variant":"Adapt"}. This record does not assert independent reproduction.

### InductivE

Count Predicted: 132. Result ID: 6990c10e3a6c314849030334.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f761e209131cea45bc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694b1e209131cea214a5.md>)

Recorded evaluation configuration: {"variant":"Adapt"}. This record does not assert independent reproduction.

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