# Classification on DN-clipart (test) Source: [Classification on DN-clipart (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:18.801Z Evaluation of Classification performance on the test split of the DN-clipart dataset, typically measured using test loss. 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 | | Dataset (including any stated split) | DN-clipart (test) | | Metric | Test Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [Test Loss](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Loss | Result date | Report paper | | --- | --- | --- | --- | | WM | 0.624 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.676 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.729 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.741 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.779 | Not recorded | 68fa6ca11e209131cea3513f | | GIF | 0.83 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.901 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.913 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 0.944 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.993 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.042 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.084 | Not recorded | 68fa6ca11e209131cea3513f | ### WM Test Loss: 0.624. Result ID: 698f297c3a6c314849f670b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### IF Test Loss: 0.676. Result ID: 698f297c3a6c314849f670b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 0.729. Result ID: 698f297c3a6c314849f670b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 0.741. Result ID: 698f297c3a6c314849f670ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.779. Result ID: 698f297c3a6c314849f670ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### GIF Test Loss: 0.83. Result ID: 698f297c3a6c314849f670ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### IF Test Loss: 0.901. Result ID: 698f297c3a6c314849f670af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 0.913. Result ID: 698f297c3a6c314849f670aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### ERM Test Loss: 0.944. Result ID: 698f297c3a6c314849f670b2. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### WM Test Loss: 0.993. Result ID: 698f297c3a6c314849f670b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### ERM Test Loss: 1. Result ID: 698f297c3a6c314849f670ae. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### RW Test Loss: 1.042. Result ID: 698f297c3a6c314849f670b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.084. Result ID: 698f297c3a6c314849f670a9. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.