# Link Prediction on ogbl-biokg

Source: [Link Prediction on ogbl-biokg](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-biokg>)

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

Data updated: 2026-06-02T06:45:21.333Z

Evaluation of Link Prediction performance on the ogbl-biokg dataset (default split).

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) | ogbl-biokg |
| Metric | NLL |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [NLL](<https://www.sota2.com/research/sota/link-prediction-on-ogbl-biokg.md?metric=NLL>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | NLL | Result date | Report paper |
| --- | --- | --- | --- |
| DISTMULT-MOS | 4.34 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPLEX-MOS | 4.39 | Not recorded | 68fa7ba31e209131cea8986c |
| RESCAL-MOS | 4.42 | Not recorded | 68fa7ba31e209131cea8986c |
| CONVE-MOS | 4.43 | Not recorded | 68fa7ba31e209131cea8986c |
| DISTMULT-MOS | 4.65 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPLEX-MOS | 4.65 | Not recorded | 68fa7ba31e209131cea8986c |
| RESCAL-MOS | 4.7 | Not recorded | 68fa7ba31e209131cea8986c |
| RESCAL | 4.74 | Not recorded | 68fa7ba31e209131cea8986c |
| CONVE-MOS | 4.77 | Not recorded | 68fa7ba31e209131cea8986c |
| DISTMULT | 4.83 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPLEX | 4.83 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPLEX | 4.86 | Not recorded | 68fa7ba31e209131cea8986c |
| RESCAL | 4.89 | Not recorded | 68fa7ba31e209131cea8986c |
| DISTMULT | 4.89 | Not recorded | 68fa7ba31e209131cea8986c |
| CONVE | 4.93 | Not recorded | 68fa7ba31e209131cea8986c |
| CONVE | 4.94 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPGCN-MOS | 4.96 | Not recorded | 68fa7ba31e209131cea8986c |
| COMPGCN | 5.11 | Not recorded | 68fa7ba31e209131cea8986c |

### DISTMULT-MOS

NLL: 4.34. Result ID: 6a1e7b39fbc373592c17f599.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"1000","PARAM":"101.9M"}. This record does not assert independent reproduction.

### COMPLEX-MOS

NLL: 4.39. Result ID: 6a1e7b39fbc373592c17f59b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"500","PARAM":"101.9M"}. This record does not assert independent reproduction.

### RESCAL-MOS

NLL: 4.42. Result ID: 6a1e7b39fbc373592c17f59d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"1000","PARAM":"203.8M"}. This record does not assert independent reproduction.

### CONVE-MOS

NLL: 4.43. Result ID: 6a1e7b39fbc373592c17f59f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"1000","PARAM":"157.0M"}. This record does not assert independent reproduction.

### DISTMULT-MOS

NLL: 4.65. Result ID: 6a1e7b39fbc373592c17f58f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"200","PARAM":"19.1M"}. This record does not assert independent reproduction.

### COMPLEX-MOS

NLL: 4.65. Result ID: 6a1e7b39fbc373592c17f591.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"100","PARAM":"19.1M"}. This record does not assert independent reproduction.

### RESCAL-MOS

NLL: 4.7. Result ID: 6a1e7b39fbc373592c17f593.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"200","PARAM":"23.2M"}. This record does not assert independent reproduction.

### RESCAL

NLL: 4.74. Result ID: 6a1e7b39fbc373592c17f59c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"1000","PARAM":"195.8M"}. This record does not assert independent reproduction.

### CONVE-MOS

NLL: 4.77. Result ID: 6a1e7b39fbc373592c17f595.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"200","PARAM":"21.2M"}. This record does not assert independent reproduction.

### DISTMULT

NLL: 4.83. Result ID: 6a1e7b39fbc373592c17f58e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f81e209131cea07705.md>)

[Implementation](<https://github.com/Mehran-k/SimplE>)

Recorded evaluation configuration: {"d":"200","PARAM":"18.8M"}. This record does not assert independent reproduction.

### COMPLEX

NLL: 4.83. Result ID: 6a1e7b39fbc373592c17f590.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa54641e209131ce98b671.md>)

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

Recorded evaluation configuration: {"d":"100","PARAM":"18.8M"}. This record does not assert independent reproduction.

### COMPLEX

NLL: 4.86. Result ID: 6a1e7b39fbc373592c17f59a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa54641e209131ce98b671.md>)

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

Recorded evaluation configuration: {"d":"500","PARAM":"93.9M"}. This record does not assert independent reproduction.

### RESCAL

NLL: 4.89. Result ID: 6a1e7b39fbc373592c17f592.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"200","PARAM":"22.8M"}. This record does not assert independent reproduction.

### DISTMULT

NLL: 4.89. Result ID: 6a1e7b39fbc373592c17f598.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f81e209131cea07705.md>)

[Implementation](<https://github.com/Mehran-k/SimplE>)

Recorded evaluation configuration: {"d":"1000","PARAM":"93.9M"}. This record does not assert independent reproduction.

### CONVE

NLL: 4.93. Result ID: 6a1e7b39fbc373592c17f59e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66551e209131cea0f8b5.md>)

[Implementation](<https://github.com/ibalazevic/HypER>)

Recorded evaluation configuration: {"d":"1000","PARAM":"149.0M"}. This record does not assert independent reproduction.

### CONVE

NLL: 4.94. Result ID: 6a1e7b39fbc373592c17f594.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66551e209131cea0f8b5.md>)

[Implementation](<https://github.com/ibalazevic/HypER>)

Recorded evaluation configuration: {"d":"200","PARAM":"20.8M"}. This record does not assert independent reproduction.

### COMPGCN-MOS

NLL: 4.96. Result ID: 6a1e7b39fbc373592c17f597.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

Recorded evaluation configuration: {"d":"100","PARAM":"9.6M"}. This record does not assert independent reproduction.

### COMPGCN

NLL: 5.11. Result ID: 6a1e7b39fbc373592c17f596.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8986c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ef1e209131cea13594.md>)

[Implementation](<http://github.com/malllabiisc/CompGCN>)

Recorded evaluation configuration: {"d":"100","PARAM":"9.5M"}. This record does not assert independent reproduction.

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