# Out-of-scope intent detection on CLINC-CreditCards OOS (test) Source: [Out-of-scope intent detection on CLINC-CreditCards OOS (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:19.929Z Evaluation of Out-of-scope intent detection performance on the test split of the CLINC-CreditCards dataset, measured using AUC metrics at various thresholds (10%, 25%, 50%, 100%). 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-CreditCards OOS (test) | | Metric | AUC (10% Threshold) | | 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% Threshold)](): Higher is better; unit: PERCENT. - [AUC (25% Threshold)](): Higher is better; unit: PERCENT. - [AUC (50% Threshold)](): Higher is better; unit: PERCENT. - [AUC (100% Threshold)](): Higher is better; unit: PERCENT. - [AUC^2 (ROC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC (10% Threshold) | Result date | Report paper | | --- | --- | --- | --- | | ColdFusion | 86.4 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 85.4 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 84.8 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 84.1 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 81.8 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 81.8 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 80.1 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 80.1 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 71.3 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 70.7 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 70 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 69.8 | Not recorded | 68fa73601e209131cea5c0a8 | ### ColdFusion AUC (10% Threshold): 86.4. Result ID: 6992d5e33a6c31484911d15b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ColdFusion AUC (10% Threshold): 85.4. Result ID: 6992d5e33a6c31484911d15e. [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% Threshold): 84.8. Result ID: 6992d5e33a6c31484911d16d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination (r)":"5%"}. This record does not assert independent reproduction. ### ColdFusion AUC (10% Threshold): 84.1. Result ID: 6992d5e33a6c31484911d170. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination (r)":"5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Threshold): 81.8. Result ID: 6992d5e33a6c31484911d159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Threshold): 81.8. Result ID: 6992d5e33a6c31484911d16b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination (r)":"5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Threshold): 80.1. Result ID: 6992d5e33a6c31484911d15c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### ZS AUC (10% Threshold): 80.1. Result ID: 6992d5e33a6c31484911d16e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination (r)":"5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Threshold): 71.3. Result ID: 6992d5e33a6c31484911d15a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"7.5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Threshold): 70.7. Result ID: 6992d5e33a6c31484911d15d. [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% Threshold): 70. Result ID: 6992d5e33a6c31484911d16c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination (r)":"5%"}. This record does not assert independent reproduction. ### DN2 AUC (10% Threshold): 69.8. Result ID: 6992d5e33a6c31484911d16f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination (r)":"5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.