# Unsupervised Accuracy Estimation on RR1-WILDS Source: [Unsupervised Accuracy Estimation on RR1-WILDS]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:15.649Z Evaluation of model performance using Unsupervised Accuracy Estimation techniques on the RR1-WILDS dataset, reporting R-squared (R^2) and associated p-values. 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 Accuracy Estimation | | Dataset (including any stated split) | RR1-WILDS | | Metric | R-squared | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [R-squared](): Higher is better; unit: SCALAR. - [P-Value](): Lower is better; unit: SCALAR. ## Recorded results | Method | R-squared | Result date | Report paper | | --- | --- | --- | --- | | ATC | 0.988 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 0.986 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.983 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.978 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.969 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.969 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.96 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.954 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.951 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.946 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.941 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.938 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.938 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.936 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.935 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.934 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.929 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.927 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.922 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.918 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.906 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.885 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.878 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.867 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.859 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.846 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.843 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.84 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.836 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.824 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.821 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.819 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.74 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.737 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 0.342 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.031 | Not recorded | 68fa75d01e209131cea69ff5 | ### ATC R-squared: 0.988. Result ID: 6993e6c53a6c314849195349. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ATC R-squared: 0.986. Result ID: 6993e6c53a6c31484919533d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### MANO R-squared: 0.983. Result ID: 6993e6c53a6c314849195338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### MANO R-squared: 0.978. Result ID: 6993e6c53a6c314849195344. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### COT R-squared: 0.969. Result ID: 6993e6c53a6c314849195336. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### MANO R-squared: 0.969. Result ID: 6993e6c53a6c314849195350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### COT R-squared: 0.96. Result ID: 6993e6c53a6c314849195342. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### MDE R-squared: 0.954. Result ID: 6993e6c53a6c31484919534d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore R-squared: 0.951. Result ID: 6993e6c53a6c31484919532e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### AgreeScore R-squared: 0.946. Result ID: 6993e6c53a6c314849195348. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore R-squared: 0.941. Result ID: 6993e6c53a6c314849195346. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### AgreeScore R-squared: 0.938. Result ID: 6993e6c53a6c31484919533c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### MDE R-squared: 0.938. Result ID: 6993e6c53a6c314849195341. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Fréchet R-squared: 0.936. Result ID: 6993e6c53a6c314849195332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet R-squared: 0.935. Result ID: 6993e6c53a6c31484919533e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### COT R-squared: 0.934. Result ID: 6993e6c53a6c31484919534e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### AgreeScore R-squared: 0.929. Result ID: 6993e6c53a6c314849195330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### MDE R-squared: 0.927. Result ID: 6993e6c53a6c314849195335. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet R-squared: 0.922. Result ID: 6993e6c53a6c31484919534a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore R-squared: 0.918. Result ID: 6993e6c53a6c31484919533a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Nuclear R-squared: 0.906. Result ID: 6993e6c53a6c314849195343. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Nuclear R-squared: 0.885. Result ID: 6993e6c53a6c314849195337. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### ProjNorm R-squared: 0.878. Result ID: 6993e6c53a6c31484919534c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ProjNorm R-squared: 0.867. Result ID: 6993e6c53a6c314849195340. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### ProjNorm R-squared: 0.859. Result ID: 6993e6c53a6c314849195334. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Entropy R-squared: 0.846. Result ID: 6993e6c53a6c314849195347. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion R-squared: 0.843. Result ID: 6993e6c53a6c314849195333. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear R-squared: 0.84. Result ID: 6993e6c53a6c31484919534f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Entropy R-squared: 0.836. Result ID: 6993e6c53a6c31484919532f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Dispersion R-squared: 0.824. Result ID: 6993e6c53a6c31484919534b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Rotation R-squared: 0.821. Result ID: 6993e6c53a6c31484919532d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Entropy R-squared: 0.819. Result ID: 6993e6c53a6c31484919533b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Rotation R-squared: 0.74. Result ID: 6993e6c53a6c314849195339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Dispersion R-squared: 0.737. Result ID: 6993e6c53a6c31484919533f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### ATC R-squared: 0.342. Result ID: 6993e6c53a6c314849195331. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Rotation R-squared: 0.031. Result ID: 6993e6c53a6c314849195345. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.