# Cumulative target feature discovery on JUMP Cell Painting

Source: [Cumulative target feature discovery on JUMP Cell Painting](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting>)

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

Data updated: 2026-03-30T07:20:40.675Z

Evaluation of model performance on the JUMP Cell Painting dataset using metrics F0 through F90 to assess cumulative target feature discovery capabilities.

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 | Cumulative target feature discovery |
| Dataset (including any stated split) | JUMP Cell Painting |
| Metric | F0 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [F0 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F0%20Score>): Higher is better; unit: PERCENT.

- [F10 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F10%20Score>): Higher is better; unit: PERCENT.

- [F20 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F20%20Score>): Higher is better; unit: PERCENT.

- [F30 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F30%20Score>): Higher is better; unit: PERCENT.

- [F40 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F40%20Score>): Higher is better; unit: PERCENT.

- [F50 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F50%20Score>): Higher is better; unit: PERCENT.

- [F60 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F60%20Score>): Higher is better; unit: PERCENT.

- [F70 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F70%20Score>): Higher is better; unit: PERCENT.

- [F80 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F80%20Score>): Higher is better; unit: PERCENT.

- [F90 Score](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=F90%20Score>): Higher is better; unit: PERCENT.

- [Overall Score (All F-metrics)](<https://www.sota2.com/research/sota/cumulative-target-feature-discovery-on-jump-cell-painting.md?metric=Overall%20Score%20(All%20F-metrics)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F0 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ICBR-EF | 33.4 | Not recorded | 69ca03620636e5bf4afc9206 |
| ICL-EF | 32.7 | Not recorded | 69ca03620636e5bf4afc9206 |
| Random FB | 28.6 | Not recorded | 69ca03620636e5bf4afc9206 |
| ICL-EF | 28.3 | Not recorded | 69ca03620636e5bf4afc9206 |
| GP-UCB | 27.1 | Not recorded | 69ca03620636e5bf4afc9206 |
| Zero-shot | 27 | Not recorded | 69ca03620636e5bf4afc9206 |
| Zero-shot | 24.7 | Not recorded | 69ca03620636e5bf4afc9206 |
| Random | 18.3 | Not recorded | 69ca03620636e5bf4afc9206 |

### ICBR-EF

F0 Score: 33.4. Result ID: 69ca243947f34ce924b25fb0.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.6","Replicates":"10"}. This record does not assert independent reproduction.

### ICL-EF

F0 Score: 32.7. Result ID: 69ca243947f34ce924b25faf.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.6","Replicates":"10"}. This record does not assert independent reproduction.

### Random FB

F0 Score: 28.6. Result ID: 69ca243947f34ce924b25fae.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b911e209131cea892b1.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.6","Replicates":"10"}. This record does not assert independent reproduction.

### ICL-EF

F0 Score: 28.3. Result ID: 69ca243947f34ce924b25fac.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.5","Replicates":"10"}. This record does not assert independent reproduction.

### GP-UCB

F0 Score: 27.1. Result ID: 69ca243947f34ce924b25faa.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.5","Replicates":"10"}. This record does not assert independent reproduction.

### Zero-shot

F0 Score: 27. Result ID: 69ca243947f34ce924b25fab.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.5","Replicates":"10"}. This record does not assert independent reproduction.

### Zero-shot

F0 Score: 24.7. Result ID: 69ca243947f34ce924b25fad.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.6","Replicates":"10"}. This record does not assert independent reproduction.

### Random

F0 Score: 18.3. Result ID: 69ca243947f34ce924b25fa9.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03620636e5bf4afc9206.md>)

Recorded evaluation configuration: {"Backbone":"Sonnet 4.5","Replicates":"10"}. This record does not assert independent reproduction.

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