# Out-of-Distribution Detection on Yelp Source: [Out-of-Distribution Detection on Yelp]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:52.408Z Evaluation of Out-of-Distribution Detection performance on the Yelp dataset, measured by metrics such as 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) | Yelp | | 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 | | --- | --- | --- | --- | | POE+Maha | 16.39 | Not recorded | 68fa701f1e209131cea49301 | | Maha | 16.97 | Not recorded | 68fa701f1e209131cea49301 | | MCL+Maha | 16.97 | Not recorded | 68fa701f1e209131cea49301 | | SCL+Maha | 27.85 | Not recorded | 68fa701f1e209131cea49301 | | POE+Energy | 67.36 | Not recorded | 68fa701f1e209131cea49301 | | POE+MSP | 67.91 | Not recorded | 68fa701f1e209131cea49301 | | MCL+Energy | 67.92 | Not recorded | 68fa701f1e209131cea49301 | | MCL+MSP | 68.05 | Not recorded | 68fa701f1e209131cea49301 | | KNN-cosine | 68.21 | Not recorded | 68fa701f1e209131cea49301 | | Energy | 68.56 | Not recorded | 68fa701f1e209131cea49301 | | SCL+MSP | 68.64 | Not recorded | 68fa701f1e209131cea49301 | | KNN-euclidean | 68.79 | Not recorded | 68fa701f1e209131cea49301 | | DICE | 68.85 | Not recorded | 68fa701f1e209131cea49301 | | SCL+Energy | 68.87 | Not recorded | 68fa701f1e209131cea49301 | | ODIN | 69.47 | Not recorded | 68fa701f1e209131cea49301 | | MSP | 69.57 | Not recorded | 68fa701f1e209131cea49301 | | ReAct | 69.57 | Not recorded | 68fa701f1e209131cea49301 | ### POE+Maha FPR: 16.39. Result ID: 69911fbc3a6c31484905de08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### Maha FPR: 16.97. Result ID: 69911fbc3a6c31484905ddfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+Maha FPR: 16.97. Result ID: 69911fbc3a6c31484905de07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+Maha FPR: 27.85. Result ID: 69911fbc3a6c31484905de06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### POE+Energy FPR: 67.36. Result ID: 69911fbc3a6c31484905de05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### POE+MSP FPR: 67.91. Result ID: 69911fbc3a6c31484905de02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+Energy FPR: 67.92. Result ID: 69911fbc3a6c31484905de04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MCL+MSP FPR: 68.05. Result ID: 69911fbc3a6c31484905de01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### KNN-cosine FPR: 68.21. Result ID: 69911fbc3a6c31484905ddfe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### Energy FPR: 68.56. Result ID: 69911fbc3a6c31484905ddf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+MSP FPR: 68.64. Result ID: 69911fbc3a6c31484905de00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### KNN-euclidean FPR: 68.79. Result ID: 69911fbc3a6c31484905ddff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### DICE FPR: 68.85. Result ID: 69911fbc3a6c31484905ddfd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SCL+Energy FPR: 68.87. Result ID: 69911fbc3a6c31484905de03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### ODIN FPR: 69.47. Result ID: 69911fbc3a6c31484905ddfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### MSP FPR: 69.57. Result ID: 69911fbc3a6c31484905ddf8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### ReAct FPR: 69.57. Result ID: 69911fbc3a6c31484905ddfc. [Reporting paper]() [Method origin paper]() [Implementation]() 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.