# News Recommendation on NEWS (test) Source: [News Recommendation on NEWS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:32.390Z Evaluation of News Recommendation performance on the test split of the NEWS dataset, using metrics including AUC, nDCG@10, Gender F1, and Age F1. 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 | News Recommendation | | Dataset (including any stated split) | NEWS (test) | | Metric | AUC | | 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 - [AUC](): Higher is better; unit: PERCENT. - [nDCG@10](): Higher is better; unit: PERCENT. - [Gender F1](): Higher is better; unit: PERCENT. - [Age F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | CenTrain | 64.68 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 64.39 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 64.38 | Not recorded | 68fa6dc81e209131cea3c2cf | | CenTrain | 64.24 | Not recorded | 68fa6dc81e209131cea3c2cf | | CenTrain | 64.04 | Not recorded | 68fa6dc81e209131cea3c2cf | | VFL | 63.93 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 61.78 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 61.49 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 61.44 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 61.43 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 61.11 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 61.03 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 60.99 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 60.98 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairGo | 60.73 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairRec | 60.69 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairSM | 60.59 | Not recorded | 68fa6dc81e209131cea3c2cf | | FairVFL | 60.41 | Not recorded | 68fa6dc81e209131cea3c2cf | ### CenTrain AUC: 64.68. Result ID: 698fde1c3a6c314849fc6be3. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### VFL AUC: 64.39. Result ID: 698fde1c3a6c314849fc6bef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### VFL AUC: 64.38. Result ID: 698fde1c3a6c314849fc6bf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"NRMS"}. This record does not assert independent reproduction. ### CenTrain AUC: 64.24. Result ID: 698fde1c3a6c314849fc6be4. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"NRMS"}. This record does not assert independent reproduction. ### CenTrain AUC: 64.04. Result ID: 698fde1c3a6c314849fc6be2. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"CenTrain","Backbone":"NAML"}. This record does not assert independent reproduction. ### VFL AUC: 63.93. Result ID: 698fde1c3a6c314849fc6bee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"VFL","Backbone":"NAML"}. This record does not assert independent reproduction. ### FairSM AUC: 61.78. Result ID: 698fde1c3a6c314849fc6bea. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"NRMS"}. This record does not assert independent reproduction. ### FairGo AUC: 61.49. Result ID: 698fde1c3a6c314849fc6be7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"NRMS"}. This record does not assert independent reproduction. ### FairRec AUC: 61.44. Result ID: 698fde1c3a6c314849fc6bed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"NRMS"}. This record does not assert independent reproduction. ### FairVFL AUC: 61.43. Result ID: 698fde1c3a6c314849fc6bf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"NRMS"}. This record does not assert independent reproduction. ### FairSM AUC: 61.11. Result ID: 698fde1c3a6c314849fc6be9. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### FairGo AUC: 61.03. Result ID: 698fde1c3a6c314849fc6be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### FairRec AUC: 60.99. Result ID: 698fde1c3a6c314849fc6bec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### FairVFL AUC: 60.98. Result ID: 698fde1c3a6c314849fc6bf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"LSTUR"}. This record does not assert independent reproduction. ### FairGo AUC: 60.73. Result ID: 698fde1c3a6c314849fc6be5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairGo","Backbone":"NAML"}. This record does not assert independent reproduction. ### FairRec AUC: 60.69. Result ID: 698fde1c3a6c314849fc6beb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"FairRec","Backbone":"NAML"}. This record does not assert independent reproduction. ### FairSM AUC: 60.59. Result ID: 698fde1c3a6c314849fc6be8. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"FairSM","Backbone":"NAML"}. This record does not assert independent reproduction. ### FairVFL AUC: 60.41. Result ID: 698fde1c3a6c314849fc6bf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"FairVFL","Backbone":"NAML"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.