# Classification on DN-infograp (test) Source: [Classification on DN-infograp (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:18.782Z Evaluation of Classification performance on the test split of the DN-infograp dataset, 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-infograp (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 | | --- | --- | --- | --- | | GIF | 1.169 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 1.18 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.198 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.207 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.238 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.251 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 1.269 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.282 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 1.336 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.418 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.477 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.49 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.504 | Not recorded | 68fa6ca11e209131cea3513f | ### GIF Test Loss: 1.169. Result ID: 698f297c3a6c314849f6709e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 1.18. Result ID: 698f297c3a6c314849f670a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### IF Test Loss: 1.198. Result ID: 698f297c3a6c314849f670a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.207. Result ID: 698f297c3a6c314849f670a1. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### RW Test Loss: 1.238. Result ID: 698f297c3a6c314849f6709f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### IF Test Loss: 1.251. Result ID: 698f297c3a6c314849f6709d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 1.269. Result ID: 698f297c3a6c314849f670a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### RW Test Loss: 1.282. Result ID: 698f297c3a6c314849f670a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### WM Test Loss: 1.336. Result ID: 698f297c3a6c314849f670a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 1.418. Result ID: 698f297c3a6c314849f670a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.477. Result ID: 698f297c3a6c314849f6709c. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### IF Test Loss: 1.49. Result ID: 698f297c3a6c314849f670a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.504. Result ID: 698f297c3a6c314849f670a5. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.