# Out-of-scope Intent Detection on CLINC-Banking (C-Bank) r=2.5% contamination (test) Source: [Out-of-scope Intent Detection on CLINC-Banking (C-Bank) r=2.5% contamination (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:19.905Z Evaluation of Out-of-scope Intent Detection performance on the CLINC-Banking dataset subset specified with 2.5% contamination, measured using AUC metrics at various thresholds. 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-scope Intent Detection | | Dataset (including any stated split) | CLINC-Banking (C-Bank) r=2.5% contamination (test) | | Metric | AUC (10% Contamination) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 (10% Contamination)](): Higher is better; unit: PERCENT. - [AUC (25% Contamination)](): Higher is better; unit: PERCENT. - [AUC (50% Contamination)](): Higher is better; unit: PERCENT. - [AUC (100% Contamination)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC (10% Contamination) | Result date | Report paper | | --- | --- | --- | --- | | ColdFusion | 87 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 85.5 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 85.1 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 83.4 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 83.1 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 83.1 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 82.7 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 82.7 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 74.7 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 72.8 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 71.2 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 67.2 | Not recorded | 68fa73601e209131cea5c0a8 | ### ColdFusion AUC (10% Contamination): 87. Result ID: 6992d5e33a6c31484911d146. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ColdFusion AUC (10% Contamination): 85.5. Result ID: 6992d5e33a6c31484911d158. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ColdFusion AUC (10% Contamination): 85.1. Result ID: 6992d5e33a6c31484911d143. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ColdFusion AUC (10% Contamination): 83.4. Result ID: 6992d5e33a6c31484911d155. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Contamination): 83.1. Result ID: 6992d5e33a6c31484911d141. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Contamination): 83.1. Result ID: 6992d5e33a6c31484911d153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Contamination): 82.7. Result ID: 6992d5e33a6c31484911d144. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Contamination): 82.7. Result ID: 6992d5e33a6c31484911d156. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Contamination): 74.7. Result ID: 6992d5e33a6c31484911d145. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Contamination): 72.8. Result ID: 6992d5e33a6c31484911d157. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Contamination): 71.2. Result ID: 6992d5e33a6c31484911d142. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Contamination): 67.2. Result ID: 6992d5e33a6c31484911d154. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.