# Classification on CIFAR-10 50% seen 50% novel Source: [Classification on CIFAR-10 50% seen 50% novel]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:10.031Z Evaluation of general Classification performance on a CIFAR-10 split where 50% of the data/classes are seen and 50% are novel, reporting metrics for seen, novel, and overall performance. 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) | CIFAR-10 50% seen 50% novel | | Metric | Seen Accuracy | | 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 - [Seen Accuracy](): Higher is better; unit: PERCENT. - [Novel Accuracy](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Seen Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TRSSL | 94.9 | Not recorded | 68fa6d201e209131cea37fac | | TRSSL | 92 | Not recorded | 68fa6d201e209131cea37fac | | TRSSL | 90.9 | Not recorded | 68fa6d201e209131cea37fac | | UNO | 86.5 | Not recorded | 68fa6d201e209131cea37fac | | ORCA | 82.8 | Not recorded | 68fa6d201e209131cea37fac | | UNO | 74.6 | Not recorded | 68fa6d201e209131cea37fac | | RankStats | 71.4 | Not recorded | 68fa6d201e209131cea37fac | | DS3L | 70.5 | Not recorded | 68fa6d201e209131cea37fac | | FixMatch | 64.3 | Not recorded | 68fa6d201e209131cea37fac | | UNO | 48.4 | Not recorded | 68fa6d201e209131cea37fac | | DTC | 42.7 | Not recorded | 68fa6d201e209131cea37fac | ### TRSSL Seen Accuracy: 94.9. Result ID: 698f94223a6c314849fa417c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRSSL Seen Accuracy: 92. Result ID: 698f94223a6c314849fa4190. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled data percentage":"1%"}. This record does not assert independent reproduction. ### TRSSL Seen Accuracy: 90.9. Result ID: 698f94223a6c314849fa4192. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled data percentage":"5%"}. This record does not assert independent reproduction. ### UNO Seen Accuracy: 86.5. Result ID: 698f94223a6c314849fa417a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ORCA Seen Accuracy: 82.8. Result ID: 698f94223a6c314849fa417b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNO Seen Accuracy: 74.6. Result ID: 698f94223a6c314849fa4191. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled data percentage":"5%"}. This record does not assert independent reproduction. ### RankStats Seen Accuracy: 71.4. Result ID: 698f94223a6c314849fa4179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DS3L Seen Accuracy: 70.5. Result ID: 698f94223a6c314849fa4177. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FixMatch Seen Accuracy: 64.3. Result ID: 698f94223a6c314849fa4176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNO Seen Accuracy: 48.4. Result ID: 698f94223a6c314849fa418f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled data percentage":"1%"}. This record does not assert independent reproduction. ### DTC Seen Accuracy: 42.7. Result ID: 698f94223a6c314849fa4178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.