# OOD Detection on WORM-Nem Source: [OOD Detection on WORM-Nem]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:55:34.567Z Evaluation of Out-of-Distribution (OOD) Detection performance on the WORM-Nem dataset, reporting AUROC. 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 | OoD Detection | | Dataset (including any stated split) | WORM-Nem | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [AUROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | GMM-All | 1 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Int | 0.98 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | GMM-Spa | 0.89 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | BCA | 0.77 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ICA | 0.77 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 10 | 0.69 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | QFR | 0.67 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .3 | 0.58 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 20 | 0.57 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .5 | 0.54 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | PLM 50 | 0.49 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA 0.60 | 0.49 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AVG | 0.48 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | ATA .7 | 0.48 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .75 | 0.46 | Not recorded | 69cca6a90636e5bf4afcbcc5 | | AQA .9 | 0.43 | Not recorded | 69cca6a90636e5bf4afcbcc5 | ### GMM-All AUROC: 1. Result ID: 69ccdd7347f34ce924b6b18a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Int AUROC: 0.98. Result ID: 69ccdd7347f34ce924b6b18c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### GMM-Spa AUROC: 0.89. Result ID: 69ccdd7347f34ce924b6b18e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### BCA AUROC: 0.77. Result ID: 69ccdd7347f34ce924b6b189. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ICA AUROC: 0.77. Result ID: 69ccdd7347f34ce924b6b18b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### PLM 10 AUROC: 0.69. Result ID: 69ccdd7347f34ce924b6b191. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"10"}. This record does not assert independent reproduction. ### QFR AUROC: 0.67. Result ID: 69ccdd7347f34ce924b6b18d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ATA .3 AUROC: 0.58. Result ID: 69ccdd7347f34ce924b6b197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".3"}. This record does not assert independent reproduction. ### PLM 20 AUROC: 0.57. Result ID: 69ccdd7347f34ce924b6b192. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"20"}. This record does not assert independent reproduction. ### ATA .5 AUROC: 0.54. Result ID: 69ccdd7347f34ce924b6b196. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".5"}. This record does not assert independent reproduction. ### PLM 50 AUROC: 0.49. Result ID: 69ccdd7347f34ce924b6b18f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Patch Size":"50"}. This record does not assert independent reproduction. ### AQA 0.60 AUROC: 0.49. Result ID: 69ccdd7347f34ce924b6b190. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":"0.60"}. This record does not assert independent reproduction. ### AVG AUROC: 0.48. Result ID: 69ccdd7347f34ce924b6b194. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout"}. This record does not assert independent reproduction. ### ATA .7 AUROC: 0.48. Result ID: 69ccdd7347f34ce924b6b198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".7"}. This record does not assert independent reproduction. ### AQA .75 AUROC: 0.46. Result ID: 69ccdd7347f34ce924b6b193. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".75"}. This record does not assert independent reproduction. ### AQA .9 AUROC: 0.43. Result ID: 69ccdd7347f34ce924b6b195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Method":"MC Dropout","Threshold":".9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.