# Relation Integration on ReVerb + Wikidata

Source: [Relation Integration on ReVerb + Wikidata](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata>)

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

Data updated: 2026-02-26T05:24:27.599Z

Evaluation of Relation Integration performance on the combined ReVerb and Wikidata dataset, measured using AUC and precision-thresholded Recall and F1 scores.

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 Integration |
| Dataset (including any stated split) | ReVerb + Wikidata |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AUC](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=AUC>): Higher is better; unit: SCALAR.

- [Recall (P=0.8)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=Recall%20(P%3D0.8)>): Higher is better; unit: SCALAR.

- [F1 (P=0.8)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=F1%20(P%3D0.8)>): Higher is better; unit: SCALAR.

- [Recall (P=0.9)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=Recall%20(P%3D0.9)>): Higher is better; unit: SCALAR.

- [F1 (P=0.9)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=F1%20(P%3D0.9)>): Higher is better; unit: SCALAR.

- [Recall (P=0.95)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=Recall%20(P%3D0.95)>): Higher is better; unit: SCALAR.

- [F1 (P=0.95)](<https://www.sota2.com/research/sota/relation-integration-on-reverb-plus-wikidata.md?metric=F1%20(P%3D0.95)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| CoRI + DA (retrieval) | 0.78 | Not recorded | 68fa6a101e209131cea25efe |
| CoRI + DA (random) | 0.774 | Not recorded | 68fa6a101e209131cea25efe |
| CoRI + KGE | 0.763 | Not recorded | 68fa6a101e209131cea25efe |
| CoRI | 0.746 | Not recorded | 68fa6a101e209131cea25efe |
| OpenKI | 0.716 | Not recorded | 68fa6a101e209131cea25efe |
| Rowless | 0.647 | Not recorded | 68fa6a101e209131cea25efe |
| Translation | 0.604 | Not recorded | 68fa6a101e209131cea25efe |
| E-model | 0.211 | Not recorded | 68fa6a101e209131cea25efe |

### CoRI + DA (retrieval)

AUC: 0.78. Result ID: 698e0afbffc3901de09a5ad1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

Recorded evaluation configuration: {"Data Augmentation":"retrieval"}. This record does not assert independent reproduction.

### CoRI + DA (random)

AUC: 0.774. Result ID: 698e0afbffc3901de09a5ad0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

Recorded evaluation configuration: {"Data Augmentation":"random"}. This record does not assert independent reproduction.

### CoRI + KGE

AUC: 0.763. Result ID: 698e0afbffc3901de09a5acf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

Recorded evaluation configuration: {"Knowledge Graph Embeddings":true}. This record does not assert independent reproduction.

### CoRI

AUC: 0.746. Result ID: 698e0afbffc3901de09a5ace.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

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

### OpenKI

AUC: 0.716. Result ID: 698e0afbffc3901de09a5acd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a71e209131cea0b9d0.md>)

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

### Rowless

AUC: 0.647. Result ID: 698e0afbffc3901de09a5acc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631b1e209131ce9fcda3.md>)

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

### Translation

AUC: 0.604. Result ID: 698e0afbffc3901de09a5aca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

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

### E-model

AUC: 0.211. Result ID: 698e0afbffc3901de09a5acb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25efe.md>)

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

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