# Out-of-Distribution Detection on News Source: [Out-of-Distribution Detection on News]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:52.424Z Evaluation of Out-of-Distribution (OOD) detection performance using the News dataset, measured by metrics such as False Positive Rate (FPR). 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 | Out-of-Distribution Detection | | Dataset (including any stated split) | News | | Metric | FPR | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [FPR](): Lower is better; unit: PERCENT. ## Recorded results | Method | FPR | Result date | Report paper | | --- | --- | --- | --- | | Maha | 69.31 | Not recorded | 68fa701f1e209131cea49301 | | MCL+Maha | 69.31 | Not recorded | 68fa701f1e209131cea49301 | | POE+Maha | 70.18 | Not recorded | 68fa701f1e209131cea49301 | | SCL+Maha | 71.04 | Not recorded | 68fa701f1e209131cea49301 | | POE+Energy | 71.16 | Not recorded | 68fa701f1e209131cea49301 | | MCL+Energy | 72.15 | Not recorded | 68fa701f1e209131cea49301 | | SCL+Energy | 72.81 | Not recorded | 68fa701f1e209131cea49301 | | Energy | 76.34 | Not recorded | 68fa701f1e209131cea49301 | | MCL+MSP | 76.77 | Not recorded | 68fa701f1e209131cea49301 | | POE+MSP | 77.38 | Not recorded | 68fa701f1e209131cea49301 | | SCL+MSP | 77.85 | Not recorded | 68fa701f1e209131cea49301 | | ReAct | 80.63 | Not recorded | 68fa701f1e209131cea49301 | | KNN-cosine | 81.57 | Not recorded | 68fa701f1e209131cea49301 | | DICE | 82.36 | Not recorded | 68fa701f1e209131cea49301 | | ODIN | 82.83 | Not recorded | 68fa701f1e209131cea49301 | | MSP | 82.89 | Not recorded | 68fa701f1e209131cea49301 | | KNN-euclidean | 86.01 | Not recorded | 68fa701f1e209131cea49301 | ### Maha FPR: 69.31. Result ID: 69911fbc3a6c31484905de0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+Maha FPR: 69.31. Result ID: 69911fbc3a6c31484905de18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### POE+Maha FPR: 70.18. Result ID: 69911fbc3a6c31484905de19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+Maha FPR: 71.04. Result ID: 69911fbc3a6c31484905de17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### POE+Energy FPR: 71.16. Result ID: 69911fbc3a6c31484905de16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+Energy FPR: 72.15. Result ID: 69911fbc3a6c31484905de15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+Energy FPR: 72.81. Result ID: 69911fbc3a6c31484905de14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### Energy FPR: 76.34. Result ID: 69911fbc3a6c31484905de0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+MSP FPR: 76.77. Result ID: 69911fbc3a6c31484905de12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### POE+MSP FPR: 77.38. Result ID: 69911fbc3a6c31484905de13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+MSP FPR: 77.85. Result ID: 69911fbc3a6c31484905de11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### ReAct FPR: 80.63. Result ID: 69911fbc3a6c31484905de0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### KNN-cosine FPR: 81.57. Result ID: 69911fbc3a6c31484905de0f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### DICE FPR: 82.36. Result ID: 69911fbc3a6c31484905de0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### ODIN FPR: 82.83. Result ID: 69911fbc3a6c31484905de0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MSP FPR: 82.89. Result ID: 69911fbc3a6c31484905de09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### KNN-euclidean FPR: 86.01. Result ID: 69911fbc3a6c31484905de10. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.