# Classification and Retrieval on DataComp small 38 downstream tasks

Source: [Classification and Retrieval on DataComp small 38 downstream tasks](<https://www.sota2.com/research/sota/classification-and-retrieval-on-datacomp-small-38-downstream-tasks>)

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

Data updated: 2026-06-02T09:58:13.624Z

Evaluation of combined Classification and Retrieval performance across the 38 downstream tasks included in the small DataComp benchmark suite.

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 | Classification and Retrieval |
| Dataset (including any stated split) | DataComp small 38 downstream tasks |
| Metric | Mean Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Mean Score](<https://www.sota2.com/research/sota/classification-and-retrieval-on-datacomp-small-38-downstream-tasks.md?metric=Mean%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Score | Result date | Report paper |
| --- | --- | --- | --- |
| CLIPScore | 17.3 | Not recorded | 68fa79af1e209131cea7edfc |
| Basic | 14.2 | Not recorded | 68fa79af1e209131cea7edfc |
| DKLR | 13.44 | Not recorded | 68fa79af1e209131cea7edfc |
| DKL | 13.37 | Not recorded | 68fa79af1e209131cea7edfc |
| LAION2B | 13.3 | Not recorded | 68fa79af1e209131cea7edfc |
| No filtering | 13.2 | Not recorded | 68fa79af1e209131cea7edfc |
| DC | 13.19 | Not recorded | 68fa79af1e209131cea7edfc |
| DW | 12.46 | Not recorded | 68fa79af1e209131cea7edfc |
| DKL | 12.2 | Not recorded | 68fa79af1e209131cea7edfc |
| DKLR | 11.6 | Not recorded | 68fa79af1e209131cea7edfc |
| DW | 11.04 | Not recorded | 68fa79af1e209131cea7edfc |
| DC | 9.94 | Not recorded | 68fa79af1e209131cea7edfc |

### CLIPScore

Mean Score: 17.3. Result ID: 6a1ea91ffbc373592c194f1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de2f.md>)

[Implementation](<https://www.sota2.com/www.datacomp.ai>)

Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction.

### Basic

Mean Score: 14.2. Result ID: 6a1ea91ffbc373592c194f1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de2f.md>)

[Implementation](<https://www.sota2.com/www.datacomp.ai>)

Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction.

### DKLR

Mean Score: 13.44. Result ID: 6a1ea91ffbc373592c194f22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction.

### DKL

Mean Score: 13.37. Result ID: 6a1ea91ffbc373592c194f20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction.

### LAION2B

Mean Score: 13.3. Result ID: 6a1ea91ffbc373592c194f1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de2f.md>)

[Implementation](<https://www.sota2.com/www.datacomp.ai>)

Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction.

### No filtering

Mean Score: 13.2. Result ID: 6a1ea91ffbc373592c194f1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de2f.md>)

[Implementation](<https://www.sota2.com/www.datacomp.ai>)

Recorded evaluation configuration: {"Modal":"N/A"}. This record does not assert independent reproduction.

### DC

Mean Score: 13.19. Result ID: 6a1ea91ffbc373592c194f26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction.

### DW

Mean Score: 12.46. Result ID: 6a1ea91ffbc373592c194f24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Text"}. This record does not assert independent reproduction.

### DKL

Mean Score: 12.2. Result ID: 6a1ea91ffbc373592c194f21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction.

### DKLR

Mean Score: 11.6. Result ID: 6a1ea91ffbc373592c194f23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction.

### DW

Mean Score: 11.04. Result ID: 6a1ea91ffbc373592c194f25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction.

### DC

Mean Score: 9.94. Result ID: 6a1ea91ffbc373592c194f27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7edfc.md>)

Recorded evaluation configuration: {"Modal":"Image"}. This record does not assert independent reproduction.

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