# Unsupervised character discovery on Omniglot cross-task from bg (eval) Source: [Unsupervised character discovery on Omniglot cross-task from bg (eval)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:00.500Z Evaluation of unsupervised character discovery performance using the Omniglot cross-task benchmark subset (evaluation split), measured using clustering metrics like NMI. 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 | Unsupervised character discovery | | Dataset (including any stated split) | Omniglot cross-task from bg (eval) | | Metric | Accuracy (100) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Accuracy (100)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [NMI](): Higher is better; unit: SCALAR. - [NMI (100)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (100) | Result date | Report paper | | --- | --- | --- | --- | | CCN-CCL | 0.802 | Not recorded | 68fa64871e209131cea0533d | | CCN-KCL | 0.781 | Not recorded | 68fa64871e209131cea0533d | | CSP | 0.654 | Not recorded | 68fa64871e209131cea0533d | | MPCK-means | 0.539 | Not recorded | 68fa64871e209131cea0533d | | ITML | 0.472 | Not recorded | 68fa64871e209131cea0533d | | SKKm | 0.469 | Not recorded | 68fa64871e209131cea0533d | | SKLR | 0.468 | Not recorded | 68fa64871e209131cea0533d | | SKMS | 0.455 | Not recorded | 68fa64871e209131cea0533d | | K-means | 0.189 | Not recorded | 68fa64871e209131cea0533d | | LSC | 0.18 | Not recorded | 68fa64871e209131cea0533d | | LPNMF | 0.163 | Not recorded | 68fa64871e209131cea0533d | ### CCN-CCL Accuracy (100): 0.802. Result ID: 698c4b1737894ef7d9cd4cd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":true}. This record does not assert independent reproduction. ### CCN-KCL Accuracy (100): 0.781. Result ID: 698c4b1737894ef7d9cd4cd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":true}. This record does not assert independent reproduction. ### CSP Accuracy (100): 0.654. Result ID: 698c4b1737894ef7d9cd4cd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Constraints in Metric":false,"Constraints in Clustering":true}. This record does not assert independent reproduction. ### MPCK-means Accuracy (100): 0.539. Result ID: 698c4b1737894ef7d9cd4cd1. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":true}. This record does not assert independent reproduction. ### ITML Accuracy (100): 0.472. Result ID: 698c4b1737894ef7d9cd4ccc. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### SKKm Accuracy (100): 0.469. Result ID: 698c4b1737894ef7d9cd4cce. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### SKLR Accuracy (100): 0.468. Result ID: 698c4b1737894ef7d9cd4ccf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### SKMS Accuracy (100): 0.455. Result ID: 698c4b1737894ef7d9cd4ccd. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":true,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### K-means Accuracy (100): 0.189. Result ID: 698c4b1737894ef7d9cd4cc9. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":false,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### LSC Accuracy (100): 0.18. Result ID: 698c4b1737894ef7d9cd4ccb. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":false,"Constraints in Clustering":false}. This record does not assert independent reproduction. ### LPNMF Accuracy (100): 0.163. Result ID: 698c4b1737894ef7d9cd4cca. [Reporting paper]() Recorded evaluation configuration: {"Constraints in Metric":false,"Constraints in Clustering":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.