# Fairness-aware Classification on Law School Source: [Fairness-aware Classification on Law School]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:02:42.749Z Evaluation of Fairness-aware Classification performance on the Law School dataset, reporting standard classification accuracy alongside fairness metrics such as SPD and EOD. 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 | Fairness-aware Classification | | Dataset (including any stated split) | Law School | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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](): Higher is better; unit: PERCENT. - [SPD](): Lower is better; unit: SCALAR. - [EOD](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedNolowe | 88.23 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedNolowe | 88.22 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 87.94 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedNolowe | 87.89 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 87.86 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedNolowe | 87.61 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedNolowe | 86.57 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 85.77 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedNolowe | 85.24 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 85.2 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 85.07 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 84.72 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 84.52 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 83.92 | Not recorded | 6a02b432dbc836b87d8247e9 | | FedASL | 82.48 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 81.84 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 81.54 | Not recorded | 6a02b432dbc836b87d8247e9 | | Ours | 81.32 | Not recorded | 6a02b432dbc836b87d8247e9 | ### FedNolowe Accuracy: 88.23. Result ID: 6a02ec9b47f34ce924e5db5f. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### FedNolowe Accuracy: 88.22. Result ID: 6a02ec9b47f34ce924e5db68. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### FedASL Accuracy: 87.94. Result ID: 6a02ec9b47f34ce924e5db5e. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### FedNolowe Accuracy: 87.89. Result ID: 6a02ec9b47f34ce924e5db5c. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### FedASL Accuracy: 87.86. Result ID: 6a02ec9b47f34ce924e5db67. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### FedNolowe Accuracy: 87.61. Result ID: 6a02ec9b47f34ce924e5db65. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### FedNolowe Accuracy: 86.57. Result ID: 6a02ec9b47f34ce924e5db59. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### FedASL Accuracy: 85.77. Result ID: 6a02ec9b47f34ce924e5db5b. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### FedNolowe Accuracy: 85.24. Result ID: 6a02ec9b47f34ce924e5db62. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### FedASL Accuracy: 85.2. Result ID: 6a02ec9b47f34ce924e5db58. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|SPD\|"}. This record does not assert independent reproduction. ### Ours Accuracy: 85.07. Result ID: 6a02ec9b47f34ce924e5db5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|SPD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. ### Ours Accuracy: 84.72. Result ID: 6a02ec9b47f34ce924e5db5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|SPD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. ### Ours Accuracy: 84.52. Result ID: 6a02ec9b47f34ce924e5db57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|SPD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. ### FedASL Accuracy: 83.92. Result ID: 6a02ec9b47f34ce924e5db64. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### FedASL Accuracy: 82.48. Result ID: 6a02ec9b47f34ce924e5db61. [Reporting paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|EOD\|"}. This record does not assert independent reproduction. ### Ours Accuracy: 81.84. Result ID: 6a02ec9b47f34ce924e5db63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"40%","Fairness Metric":"\|EOD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. ### Ours Accuracy: 81.54. Result ID: 6a02ec9b47f34ce924e5db66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"60%","Fairness Metric":"\|EOD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. ### Ours Accuracy: 81.32. Result ID: 6a02ec9b47f34ce924e5db60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unreliable Clients (%)":"20%","Fairness Metric":"\|EOD\|","Adaptive ρs schedule":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.