# Virtual Screening on LIT-PCBA (test)

Source: [Virtual Screening on LIT-PCBA (test)](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test>)

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

Data updated: 2026-04-28T10:23:50.517Z

Evaluation of model performance on virtual screening tasks using the test split of the LIT-PCBA dataset, measured using metrics like AUROC and Enrichment Factors.

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 | Virtual Screening |
| Dataset (including any stated split) | LIT-PCBA (test) |
| Metric | AUROC |
| 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

- [AUROC](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [BEDROC](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=BEDROC>): Higher is better; unit: SCALAR.

- [EF0.5%](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=EF0.5%25>): Higher is better; unit: SCALAR.

- [EF1%](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=EF1%25>): Higher is better; unit: SCALAR.

- [EF5%](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=EF5%25>): Higher is better; unit: SCALAR.

- [EF1% (Mean ± SD)](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=EF1%25%20(Mean%20%C2%B1%20SD)>): Higher is better; unit: SCALAR.

- [EF1% (Best-pooled)](<https://www.sota2.com/research/sota/virtual-screening-on-lit-pcba-test.md?metric=EF1%25%20(Best-pooled)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Gnina | 60.93 | Not recorded | 6995476f09c33900fcd6d4c4 |
| Gnina | 60.93 | Not recorded | 69e85bf87d0172140ec812b1 |
| BigBind | 60.8 | Not recorded | 6995476f09c33900fcd6d4c4 |
| BigBind | 60.8 | Not recorded | 69e85bf87d0172140ec812b1 |
| BindCLIP | 59.15 | Not recorded | 6995476f09c33900fcd6d4c4 |
| Planet | 57.31 | Not recorded | 6995476f09c33900fcd6d4c4 |
| Planet | 57.31 | Not recorded | 69e85bf87d0172140ec812b1 |
| DrugCLIP | 57.17 | Not recorded | 69e85bf87d0172140ec812b1 |
| DeepDTA | 56.27 | Not recorded | 6995476f09c33900fcd6d4c4 |
| DeepDTA | 56.27 | Not recorded | 69e85bf87d0172140ec812b1 |
| DrugCLIP | 55.45 | Not recorded | 6995476f09c33900fcd6d4c4 |
| DrugHash | 54.34 | Not recorded | 6995476f09c33900fcd6d4c4 |
| CLIPP-SET | 53.76 | Not recorded | 69e85bf87d0172140ec812b1 |
| Glide-SP | 53.15 | Not recorded | 6995476f09c33900fcd6d4c4 |
| Glide-SP | 53.15 | Not recorded | 69e85bf87d0172140ec812b1 |
| Surflex | 51.47 | Not recorded | 6995476f09c33900fcd6d4c4 |
| Surflex | 51.47 | Not recorded | 69e85bf87d0172140ec812b1 |

### Gnina

AUROC: 60.93. Result ID: 699ab2505698665ec43fe65d.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gnina

AUROC: 60.93. Result ID: 69e9df6c47f34ce924d13042.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### BigBind

AUROC: 60.8. Result ID: 699ab2505698665ec43fe65f.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BigBind

AUROC: 60.8. Result ID: 69e9df6c47f34ce924d13044.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### BindCLIP

AUROC: 59.15. Result ID: 699ab2505698665ec43fe662.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: {"seeds":5}. This record does not assert independent reproduction.

### Planet

AUROC: 57.31. Result ID: 699ab2505698665ec43fe65c.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Planet

AUROC: 57.31. Result ID: 69e9df6c47f34ce924d13041.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### DrugCLIP

AUROC: 57.17. Result ID: 69e9df6c47f34ce924d13045.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d41e209131cea4d7b4.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### DeepDTA

AUROC: 56.27. Result ID: 699ab2505698665ec43fe65e.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65561e209131cea09cf8.md>)

[Implementation](<https://github.com/hkmztrk/DeepDTA/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepDTA

AUROC: 56.27. Result ID: 69e9df6c47f34ce924d13043.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65561e209131cea09cf8.md>)

[Implementation](<https://github.com/hkmztrk/DeepDTA/>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### DrugCLIP

AUROC: 55.45. Result ID: 699ab2505698665ec43fe661.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d41e209131cea4d7b4.md>)

Recorded evaluation configuration: {"seeds":5}. This record does not assert independent reproduction.

### DrugHash

AUROC: 54.34. Result ID: 699ab2505698665ec43fe660.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: {"reproduced":true,"seeds":5}. This record does not assert independent reproduction.

### CLIPP-SET

AUROC: 53.76. Result ID: 69e9df6c47f34ce924d13046.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### Glide-SP

AUROC: 53.15. Result ID: 699ab2505698665ec43fe65b.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: {"Precision":"Standard Precision"}. This record does not assert independent reproduction.

### Glide-SP

AUROC: 53.15. Result ID: 69e9df6c47f34ce924d13040.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

### Surflex

AUROC: 51.47. Result ID: 699ab2505698665ec43fe65a.

[Reporting paper](<https://www.sota2.com/research/paper/6995476f09c33900fcd6d4c4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Surflex

AUROC: 51.47. Result ID: 69e9df6c47f34ce924d1303f.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812b1.md>)

Recorded evaluation configuration: {"Screening Strategy":"pocket-based"}. This record does not assert independent reproduction.

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