# Protein-protein interaction site prediction on 60 (test)

Source: [Protein-protein interaction site prediction on 60 (test)](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test>)

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

Data updated: 2026-06-02T12:07:21.054Z

Evaluation of models on predicting protein-protein interaction sites using the test split of the 60 dataset.

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 | Protein-protein interaction site prediction |
| Dataset (including any stated split) | 60 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [MCC](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=MCC>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPRC](<https://www.sota2.com/research/sota/protein-protein-interaction-site-prediction-on-60-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SGAP-PPIS | 87.9 | Not recorded | 6a1e6435dbd7150506f8583f |
| MGMA-PPIS | 87.2 | Not recorded | 6a1e6435dbd7150506f8583f |
| AGF-PPIS | 86 | Not recorded | 6a1e6435dbd7150506f8583f |
| GHGPR-PPIS | 86 | Not recorded | 6a1e6435dbd7150506f8583f |
| AGAT-PPIS | 85.6 | Not recorded | 6a1e6435dbd7150506f8583f |
| ASCE-PPIS | 85.6 | Not recorded | 6a1e6435dbd7150506f8583f |
| DeepProSite | 84.2 | Not recorded | 6a1e6435dbd7150506f8583f |
| ComGAT-PPIS | 82.2 | Not recorded | 6a1e6435dbd7150506f8583f |
| MaSIF-site | 78 | Not recorded | 6a1e6435dbd7150506f8583f |
| GraphPPIS | 77.6 | Not recorded | 6a1e6435dbd7150506f8583f |
| SPPIDER | 75.2 | Not recorded | 6a1e6435dbd7150506f8583f |
| ProNA2020 | 73.8 | Not recorded | 6a1e6435dbd7150506f8583f |
| DELPHI | 69.7 | Not recorded | 6a1e6435dbd7150506f8583f |
| DLPred | 68.2 | Not recorded | 6a1e6435dbd7150506f8583f |
| SCRIBER | 66.7 | Not recorded | 6a1e6435dbd7150506f8583f |
| DeepPPISP | 65.7 | Not recorded | 6a1e6435dbd7150506f8583f |
| PSIVER | 56.1 | Not recorded | 6a1e6435dbd7150506f8583f |

### SGAP-PPIS

Accuracy: 87.9. Result ID: 6a1ec752fbc373592c1a4b66.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Unified evaluation protocol"}. This record does not assert independent reproduction.

### MGMA-PPIS

Accuracy: 87.2. Result ID: 6a1ec752fbc373592c1a4b64.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Unified evaluation protocol"}. This record does not assert independent reproduction.

### AGF-PPIS

Accuracy: 86. Result ID: 6a1ec752fbc373592c1a4b61.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### GHGPR-PPIS

Accuracy: 86. Result ID: 6a1ec752fbc373592c1a4b62.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### AGAT-PPIS

Accuracy: 85.6. Result ID: 6a1ec752fbc373592c1a4b60.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### ASCE-PPIS

Accuracy: 85.6. Result ID: 6a1ec752fbc373592c1a4b63.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Unified evaluation protocol","Features":"62-dimensional feature setting"}. This record does not assert independent reproduction.

### DeepProSite

Accuracy: 84.2. Result ID: 6a1ec752fbc373592c1a4b5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### ComGAT-PPIS

Accuracy: 82.2. Result ID: 6a1ec752fbc373592c1a4b65.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Unified evaluation protocol"}. This record does not assert independent reproduction.

### MaSIF-site

Accuracy: 78. Result ID: 6a1ec752fbc373592c1a4b5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### GraphPPIS

Accuracy: 77.6. Result ID: 6a1ec752fbc373592c1a4b5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### SPPIDER

Accuracy: 75.2. Result ID: 6a1ec752fbc373592c1a4b5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### ProNA2020

Accuracy: 73.8. Result ID: 6a1ec752fbc373592c1a4b57.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### DELPHI

Accuracy: 69.7. Result ID: 6a1ec752fbc373592c1a4b5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### DLPred

Accuracy: 68.2. Result ID: 6a1ec752fbc373592c1a4b59.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### SCRIBER

Accuracy: 66.7. Result ID: 6a1ec752fbc373592c1a4b58.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### DeepPPISP

Accuracy: 65.7. Result ID: 6a1ec752fbc373592c1a4b5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

### PSIVER

Accuracy: 56.1. Result ID: 6a1ec752fbc373592c1a4b56.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6435dbd7150506f8583f.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Taken from original publication"}. This record does not assert independent reproduction.

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