# Classification on DN-sketch (test) Source: [Classification on DN-sketch (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:18.585Z Evaluation of Classification performance on the test split of the DN-sketch dataset, typically measured by 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-sketch (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 | | --- | --- | --- | --- | | RW | 0.869 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.894 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.926 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.989 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.993 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.058 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 1.065 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.089 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.093 | Not recorded | 68fa6ca11e209131cea3513f | | GIF | 1.245 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.263 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.502 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.579 | Not recorded | 68fa6ca11e209131cea3513f | ### RW Test Loss: 0.869. Result ID: 698f297c3a6c314849f67078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.894. Result ID: 698f297c3a6c314849f67079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### IF Test Loss: 0.926. Result ID: 698f297c3a6c314849f67076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.989. Result ID: 698f297c3a6c314849f67081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 0.993. Result ID: 698f297c3a6c314849f67080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### IF Test Loss: 1.058. Result ID: 698f297c3a6c314849f6707b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### WM Test Loss: 1.065. Result ID: 698f297c3a6c314849f6707d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 1.089. Result ID: 698f297c3a6c314849f6707f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 1.093. Result ID: 698f297c3a6c314849f6707c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### GIF Test Loss: 1.245. Result ID: 698f297c3a6c314849f67077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.263. Result ID: 698f297c3a6c314849f67075. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.502. Result ID: 698f297c3a6c314849f6707e. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.579. Result ID: 698f297c3a6c314849f6707a. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.