# Identifying mislabeled points on cifar10 Source: [Identifying mislabeled points on cifar10]() Collection index: [llms.txt]() Data updated: 2026-05-21T12:27:53.230Z Evaluation of the model's ability to identify specific mislabeled data points within the CIFAR-10 dataset, measured using Recall. 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 | Identifying mislabeled points | | Dataset (including any stated split) | cifar10 | | Metric | Recall | | Unit | PERCENT | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | sv-soft | 73 | Not recorded | 6a0e91b3f984739ed6738c58 | | inf | 59 | Not recorded | 6a0e91b3f984739ed6738c58 | | lava | 45 | Not recorded | 6a0e91b3f984739ed6738c58 | | sv | 27 | Not recorded | 6a0e91b3f984739ed6738c58 | | sv-uw | 27 | Not recorded | 6a0e91b3f984739ed6738c58 | | beta-mc | 27 | Not recorded | 6a0e91b3f984739ed6738c58 | | bv-fast | 14 | Not recorded | 6a0e91b3f984739ed6738c58 | | bv-uw | 14 | Not recorded | 6a0e91b3f984739ed6738c58 | | rand | 14 | Not recorded | 6a0e91b3f984739ed6738c58 | | sv-mc | 9 | Not recorded | 6a0e91b3f984739ed6738c58 | | loo | 9 | Not recorded | 6a0e91b3f984739ed6738c58 | | bv-mc | 5 | Not recorded | 6a0e91b3f984739ed6738c58 | ### sv-soft Recall: 73. Result ID: 6a0efa34fbc373592c077f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### inf Recall: 59. Result ID: 6a0efa34fbc373592c077f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### lava Recall: 45. Result ID: 6a0efa34fbc373592c077f0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### sv Recall: 27. Result ID: 6a0efa34fbc373592c077f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### sv-uw Recall: 27. Result ID: 6a0efa34fbc373592c077f07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### beta-mc Recall: 27. Result ID: 6a0efa34fbc373592c077f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### bv-fast Recall: 14. Result ID: 6a0efa34fbc373592c077f02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### bv-uw Recall: 14. Result ID: 6a0efa34fbc373592c077f04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### rand Recall: 14. Result ID: 6a0efa34fbc373592c077f0d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### sv-mc Recall: 9. Result ID: 6a0efa34fbc373592c077f06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### loo Recall: 9. Result ID: 6a0efa34fbc373592c077f0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### bv-mc Recall: 5. Result ID: 6a0efa34fbc373592c077f03. [Reporting 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.