# Data Attribution on ArtBench-2 (test)

Source: [Data Attribution on ArtBench-2 (test)](<https://www.sota2.com/research/sota/data-attribution-on-artbench-2-test>)

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

Data updated: 2026-02-26T05:48:06.685Z

Evaluation of model performance on Data Attribution using the test split of the ArtBench-2 dataset, measured by LDS (%).

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 | Data Attribution |
| Dataset (including any stated split) | ArtBench-2 (test) |
| Metric | LDS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [LDS](<https://www.sota2.com/research/sota/data-attribution-on-artbench-2-test.md?metric=LDS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LDS | Result date | Report paper |
| --- | --- | --- | --- |
| DAS | 31.58 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DAS | 30.47 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DTRAK | 25.15 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DTRAK | 22.72 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 22.15 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 22.02 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 18.39 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 17.63 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| JTRAK | 16 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| JTRAK | 11.56 | Not recorded | 68fa7bcf1e209131cea8a9ef |

### DAS

LDS: 31.58. Result ID: 699ce3f85698665ec484b782.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### DAS

LDS: 30.47. Result ID: 699ce3f85698665ec484b781.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### DTRAK

LDS: 25.15. Result ID: 699ce3f85698665ec484b780.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### DTRAK

LDS: 22.72. Result ID: 699ce3f85698665ec484b77f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### TRAK

LDS: 22.15. Result ID: 699ce3f85698665ec484b77c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### TracIn

LDS: 22.02. Result ID: 699ce3f85698665ec484b77a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### TRAK

LDS: 18.39. Result ID: 699ce3f85698665ec484b77b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### TracIn

LDS: 17.63. Result ID: 699ce3f85698665ec484b779.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### JTRAK

LDS: 16. Result ID: 699ce3f85698665ec484b77e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### JTRAK

LDS: 11.56. Result ID: 699ce3f85698665ec484b77d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

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