# Link Prediction on FBinc S

Source: [Link Prediction on FBinc S](<https://www.sota2.com/research/sota/link-prediction-on-fbinc-s>)

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

Data updated: 2026-05-29T09:53:29.546Z

Evaluation of Link Prediction performance on the FBinc S dataset, reporting metrics including MRR, H@3, Omega\_base, and Omega\_new.

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) | FBinc S |
| Metric | MRR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

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

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

- [Omega\_base](<https://www.sota2.com/research/sota/link-prediction-on-fbinc-s.md?metric=Omega_base>): Higher is better; unit: PERCENT.

- [Omega\_new](<https://www.sota2.com/research/sota/link-prediction-on-fbinc-s.md?metric=Omega_new>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| incDE | 31.5 | Not recorded | 691aabf86750be83fe5ce1e9 |
| incDE | 30.9 | Not recorded | 691aabf86750be83fe5ce1e9 |
| Retrain | 30.2 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 29.3 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 29 | Not recorded | 691aabf86750be83fe5ce1e9 |
| incDE | 28.5 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 28 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 26.7 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 26.5 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 26.4 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 24.9 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 24.6 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 24.3 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 23.2 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 20.4 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 20.2 | Not recorded | 691aabf86750be83fe5ce1e9 |

### incDE

MRR: 31.5. Result ID: 6a1960f2fbc373592c14281e.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Schema"}. This record does not assert independent reproduction.

### incDE

MRR: 30.9. Result ID: 6a1960f2fbc373592c14281d.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Model"}. This record does not assert independent reproduction.

### Retrain

MRR: 30.2. Result ID: 6a1960f2fbc373592c14280f.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"N/A"}. This record does not assert independent reproduction.

### LKGE

MRR: 29.3. Result ID: 6a1960f2fbc373592c14281b.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Schema"}. This record does not assert independent reproduction.

### LKGE

MRR: 29. Result ID: 6a1960f2fbc373592c14281a.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Model"}. This record does not assert independent reproduction.

### incDE

MRR: 28.5. Result ID: 6a1960f2fbc373592c14281c.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction.

### EWC

MRR: 28. Result ID: 6a1960f2fbc373592c142815.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Schema"}. This record does not assert independent reproduction.

### EMR

MRR: 26.7. Result ID: 6a1960f2fbc373592c142818.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Schema"}. This record does not assert independent reproduction.

### FT

MRR: 26.5. Result ID: 6a1960f2fbc373592c142812.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Schema"}. This record does not assert independent reproduction.

### EWC

MRR: 26.4. Result ID: 6a1960f2fbc373592c142814.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Model"}. This record does not assert independent reproduction.

### EMR

MRR: 24.9. Result ID: 6a1960f2fbc373592c142817.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Model"}. This record does not assert independent reproduction.

### FT

MRR: 24.6. Result ID: 6a1960f2fbc373592c142811.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Model"}. This record does not assert independent reproduction.

### LKGE

MRR: 24.3. Result ID: 6a1960f2fbc373592c142819.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction.

### EWC

MRR: 23.2. Result ID: 6a1960f2fbc373592c142813.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction.

### FT

MRR: 20.4. Result ID: 6a1960f2fbc373592c142810.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction.

### EMR

MRR: 20.2. Result ID: 6a1960f2fbc373592c142816.

[Reporting paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691aabf86750be83fe5ce1e9.md>)

Recorded evaluation configuration: {"Initialization":"Rand."}. This record does not assert independent reproduction.

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