# Link Prediction on FB122 (test-I)

Source: [Link Prediction on FB122 (test-I)](<https://www.sota2.com/research/sota/link-prediction-on-fb122-test-i>)

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

Data updated: 2026-02-26T05:46:39.060Z

Evaluation of Link Prediction performance on the test-I split of the FB122 knowledge graph dataset, typically measured using metrics like MRR and Hits@K.

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) | FB122 (test-I) |
| Metric | Hits@3 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [Hits@3](<https://www.sota2.com/research/sota/link-prediction-on-fb122-test-i.md?metric=Hits%403>): Higher is better; unit: PERCENT.

- [Hits@5](<https://www.sota2.com/research/sota/link-prediction-on-fb122-test-i.md?metric=Hits%405>): Higher is better; unit: PERCENT.

- [Hits@10](<https://www.sota2.com/research/sota/link-prediction-on-fb122-test-i.md?metric=Hits%4010>): Higher is better; unit: PERCENT.

- [MRR](<https://www.sota2.com/research/sota/link-prediction-on-fb122-test-i.md?metric=MRR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Hits@3 | Result date | Report paper |
| --- | --- | --- | --- |
| RotatE | 51.1 | Not recorded | 68fa68821e209131cea1c8f9 |
| Our Model | 49 | Not recorded | 68fa68821e209131cea1c8f9 |
| CBR | 40 | Not recorded | 68fa68821e209131cea1c8f9 |
| KALE-Joint | 38.4 | Not recorded | 68fa66d01e209131cea1285a |
| KALE-Joint | 38.4 | Not recorded | 68fa68821e209131cea1c8f9 |
| ASR-ComplEx | 37.3 | Not recorded | 68fa66d01e209131cea1285a |
| ASR-ComplEx | 37.3 | Not recorded | 68fa68821e209131cea1c8f9 |
| ComplEx | 37 | Not recorded | 68fa66d01e209131cea1285a |
| ComplEx | 37 | Not recorded | 68fa68821e209131cea1c8f9 |
| ASR-DistMult | 36.3 | Not recorded | 68fa66d01e209131cea1285a |
| ASR-DistMult | 36.3 | Not recorded | 68fa68821e209131cea1c8f9 |
| TransE | 36 | Not recorded | 68fa66d01e209131cea1285a |
| DistMult | 36 | Not recorded | 68fa66d01e209131cea1285a |
| TransE | 36 | Not recorded | 68fa68821e209131cea1c8f9 |
| DistMult | 36 | Not recorded | 68fa68821e209131cea1c8f9 |
| KALE-Pre | 35.8 | Not recorded | 68fa66d01e209131cea1285a |
| KALE-Pre | 35.8 | Not recorded | 68fa68821e209131cea1c8f9 |
| GNTPs | 33.7 | Not recorded | 68fa66d01e209131cea1285a |
| GNTPs | 33.7 | Not recorded | 68fa68821e209131cea1c8f9 |

### RotatE

Hits@3: 51.1. Result ID: 698d73c78b517eb433219de4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65671e209131cea0a144.md>)

[Implementation](<https://github.com/DeepGraphLearning/KnowledgeGraphEmbedding>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### Our Model

Hits@3: 49. Result ID: 698d73c78b517eb433219de6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Implementation](<https://github.com/ameyagodbole/Prob-CBR>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### CBR

Hits@3: 40. Result ID: 698d73c78b517eb433219de5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f11e209131cea1945c.md>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### KALE-Joint

Hits@3: 38.4. Result ID: 698d09678b517eb4331e8714.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

Recorded evaluation configuration: {"Access to logic rules":"Yes"}. This record does not assert independent reproduction.

### KALE-Joint

Hits@3: 38.4. Result ID: 698d73c78b517eb433219ddd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

Recorded evaluation configuration: {"With Rules":true}. This record does not assert independent reproduction.

### ASR-ComplEx

Hits@3: 37.3. Result ID: 698d09678b517eb4331e8716.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9ff005.md>)

Recorded evaluation configuration: {"Access to logic rules":"Yes"}. This record does not assert independent reproduction.

### ASR-ComplEx

Hits@3: 37.3. Result ID: 698d73c78b517eb433219ddf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9ff005.md>)

Recorded evaluation configuration: {"With Rules":true}. This record does not assert independent reproduction.

### ComplEx

Hits@3: 37. Result ID: 698d09678b517eb4331e8719.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"Access to logic rules":"No"}. This record does not assert independent reproduction.

### ComplEx

Hits@3: 37. Result ID: 698d73c78b517eb433219de2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa325.md>)

[Implementation](<https://github.com/ttrouill/complex>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### ASR-DistMult

Hits@3: 36.3. Result ID: 698d09678b517eb4331e8715.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9ff005.md>)

Recorded evaluation configuration: {"Access to logic rules":"Yes"}. This record does not assert independent reproduction.

### ASR-DistMult

Hits@3: 36.3. Result ID: 698d73c78b517eb433219dde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9ff005.md>)

Recorded evaluation configuration: {"With Rules":true}. This record does not assert independent reproduction.

### TransE

Hits@3: 36. Result ID: 698d09678b517eb4331e8717.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

Recorded evaluation configuration: {"Access to logic rules":"No"}. This record does not assert independent reproduction.

### DistMult

Hits@3: 36. Result ID: 698d09678b517eb4331e8718.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"Access to logic rules":"No"}. This record does not assert independent reproduction.

### TransE

Hits@3: 36. Result ID: 698d73c78b517eb433219de0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### DistMult

Hits@3: 36. Result ID: 698d73c78b517eb433219de1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62101e209131ce9f7304.md>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

### KALE-Pre

Hits@3: 35.8. Result ID: 698d09678b517eb4331e8713.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

Recorded evaluation configuration: {"Access to logic rules":"Yes"}. This record does not assert independent reproduction.

### KALE-Pre

Hits@3: 35.8. Result ID: 698d73c78b517eb433219ddc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

Recorded evaluation configuration: {"With Rules":true}. This record does not assert independent reproduction.

### GNTPs

Hits@3: 33.7. Result ID: 698d09678b517eb4331e871a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

Recorded evaluation configuration: {"Access to logic rules":"No"}. This record does not assert independent reproduction.

### GNTPs

Hits@3: 33.7. Result ID: 698d73c78b517eb433219de3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d01e209131cea1285a.md>)

[Implementation](<https://github.com/uclnlp/gntp>)

Recorded evaluation configuration: {"With Rules":false}. This record does not assert independent reproduction.

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