# Hit discovery (DMTA replay) on DUD-E

Source: [Hit discovery (DMTA replay) on DUD-E](<https://www.sota2.com/research/sota/hit-discovery-dmta-replay-on-dud-e>)

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

Data updated: 2026-04-09T23:38:02.753Z

Evaluation of model performance on Hit Discovery using the DUD-E dataset, specifically focusing on the DMTA replay scenario.

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 | Hit discovery (DMTA replay) |
| Dataset (including any stated split) | DUD-E |
| Metric | Hit Rate |
| Unit | PERCENT |
| Direction | Higher 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

- [Hit Rate](<https://www.sota2.com/research/sota/hit-discovery-dmta-replay-on-dud-e.md?metric=Hit%20Rate>): Higher is better; unit: PERCENT.

- [Enrichment Factor](<https://www.sota2.com/research/sota/hit-discovery-dmta-replay-on-dud-e.md?metric=Enrichment%20Factor>): Higher is better; unit: SCALAR.

- [Experiments to 50 Hits](<https://www.sota2.com/research/sota/hit-discovery-dmta-replay-on-dud-e.md?metric=Experiments%20to%2050%20Hits>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Hit Rate | Result date | Report paper |
| --- | --- | --- | --- |
| NESTDRUG | 87.6 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 82.7 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 78.9 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 76.1 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 73.4 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 71.8 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 69.2 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 62.4 | Not recorded | 69d7327c7d0172140ec76ac2 |
| NESTDRUG | 58.1 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 52.8 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 51.2 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 49.4 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 47.6 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 45.7 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 44.8 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 42.1 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 39.4 | Not recorded | 69d7327c7d0172140ec76ac2 |
| Random | 38.2 | Not recorded | 69d7327c7d0172140ec76ac2 |

### NESTDRUG

Hit Rate: 87.6. Result ID: 69d836f547f34ce924bffc2c.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"FXA","Rounds":"73"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 82.7. Result ID: 69d836f547f34ce924bffc26.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"HDAC2","Rounds":"41"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 78.9. Result ID: 69d836f547f34ce924bffc28.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"JAK2","Rounds":"38"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 76.1. Result ID: 69d836f547f34ce924bffc1e.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"EGFR","Rounds":"141"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 73.4. Result ID: 69d836f547f34ce924bffc2e.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"Mean","Rounds":"—"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 71.8. Result ID: 69d836f547f34ce924bffc20.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"DRD2","Rounds":"89"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 69.2. Result ID: 69d836f547f34ce924bffc24.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"ESR1","Rounds":"52"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 62.4. Result ID: 69d836f547f34ce924bffc22.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"BACE1","Rounds":"67"}. This record does not assert independent reproduction.

### NESTDRUG

Hit Rate: 58.1. Result ID: 69d836f547f34ce924bffc2a.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"PPARG","Rounds":"45"}. This record does not assert independent reproduction.

### Random

Hit Rate: 52.8. Result ID: 69d836f547f34ce924bffc2b.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"FXA","Rounds":"73"}. This record does not assert independent reproduction.

### Random

Hit Rate: 51.2. Result ID: 69d836f547f34ce924bffc25.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"HDAC2","Rounds":"41"}. This record does not assert independent reproduction.

### Random

Hit Rate: 49.4. Result ID: 69d836f547f34ce924bffc1d.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"EGFR","Rounds":"141"}. This record does not assert independent reproduction.

### Random

Hit Rate: 47.6. Result ID: 69d836f547f34ce924bffc27.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"JAK2","Rounds":"38"}. This record does not assert independent reproduction.

### Random

Hit Rate: 45.7. Result ID: 69d836f547f34ce924bffc2d.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"Mean","Rounds":"—"}. This record does not assert independent reproduction.

### Random

Hit Rate: 44.8. Result ID: 69d836f547f34ce924bffc23.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"ESR1","Rounds":"52"}. This record does not assert independent reproduction.

### Random

Hit Rate: 42.1. Result ID: 69d836f547f34ce924bffc1f.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"DRD2","Rounds":"89"}. This record does not assert independent reproduction.

### Random

Hit Rate: 39.4. Result ID: 69d836f547f34ce924bffc29.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"PPARG","Rounds":"45"}. This record does not assert independent reproduction.

### Random

Hit Rate: 38.2. Result ID: 69d836f547f34ce924bffc21.

[Reporting paper](<https://www.sota2.com/research/paper/69d7327c7d0172140ec76ac2.md>)

Recorded evaluation configuration: {"Target":"BACE1","Rounds":"67"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
