# Link Prediction on FBinc-L

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

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

Data updated: 2026-05-29T09:53:29.625Z

Evaluation of Link Prediction performance on the FBinc-L 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-L |
| Metric | MRR |
| Unit | SCALAR |
| 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-l.md?metric=MRR>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | MRR | Result date | Report paper |
| --- | --- | --- | --- |
| incDE | 0.308 | Not recorded | 691aabf86750be83fe5ce1e9 |
| incDE | 0.308 | Not recorded | 691aabf86750be83fe5ce1e9 |
| incDE | 0.301 | Not recorded | 691aabf86750be83fe5ce1e9 |
| Retrain | 0.3 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 0.299 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 0.29 | Not recorded | 691aabf86750be83fe5ce1e9 |
| LKGE | 0.286 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 0.27 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 0.268 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 0.266 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 0.265 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EWC | 0.259 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 0.238 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 0.237 | Not recorded | 691aabf86750be83fe5ce1e9 |
| FT | 0.187 | Not recorded | 691aabf86750be83fe5ce1e9 |
| EMR | 0.186 | Not recorded | 691aabf86750be83fe5ce1e9 |

### incDE

MRR: 0.308. Result ID: 6a1960f2fbc373592c14283d.

[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: 0.308. Result ID: 6a1960f2fbc373592c14283e.

[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: 0.301. Result ID: 6a1960f2fbc373592c14283c.

[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.

### Retrain

MRR: 0.3. Result ID: 6a1960f2fbc373592c14282f.

[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: 0.299. Result ID: 6a1960f2fbc373592c14283b.

[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: 0.29. Result ID: 6a1960f2fbc373592c14283a.

[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: 0.286. Result ID: 6a1960f2fbc373592c142839.

[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: 0.27. Result ID: 6a1960f2fbc373592c142838.

[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: 0.268. Result ID: 6a1960f2fbc373592c142832.

[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: 0.266. Result ID: 6a1960f2fbc373592c142835.

[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: 0.265. Result ID: 6a1960f2fbc373592c142834.

[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.

### EWC

MRR: 0.259. Result ID: 6a1960f2fbc373592c142833.

[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: 0.238. Result ID: 6a1960f2fbc373592c142837.

[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: 0.237. Result ID: 6a1960f2fbc373592c142831.

[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: 0.187. Result ID: 6a1960f2fbc373592c142830.

[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: 0.186. Result ID: 6a1960f2fbc373592c142836.

[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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