# Out-of-scope Intent Detection on CLINC-Cards (C-Cards) r=2.5% contamination (test) Source: [Out-of-scope Intent Detection on CLINC-Cards (C-Cards) r=2.5% contamination (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:33.047Z Evaluation of Out-of-scope Intent Detection performance on the test split of the CLINC-Cards dataset, specifically under conditions involving 2.5% contamination, measured using AUC metrics. 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-Cards (C-Cards) r=2.5% contamination (test) | | Metric | AUC2 (10%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [AUC2 (10%)](): Higher is better; unit: PERCENT. - [AUC2 (25%)](): Higher is better; unit: PERCENT. - [AUC2 (50%)](): Higher is better; unit: PERCENT. - [AUC2 (100%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC2 (10%) | Result date | Report paper | | --- | --- | --- | --- | | ColdFusion | 85.2 | Not recorded | 68fa73601e209131cea5c0a8 | | ColdFusion | 85.2 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 81.8 | Not recorded | 68fa73601e209131cea5c0a8 | | ZS | 80.1 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 71.6 | Not recorded | 68fa73601e209131cea5c0a8 | | DN2 | 70.7 | Not recorded | 68fa73601e209131cea5c0a8 | ### ColdFusion AUC2 (10%): 85.2. Result ID: 6992d5e33a6c31484911d149. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ColdFusion AUC2 (10%): 85.2. Result ID: 6992d5e33a6c31484911d14c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ZS AUC2 (10%): 81.8. Result ID: 6992d5e33a6c31484911d147. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### ZS AUC2 (10%): 80.1. Result ID: 6992d5e33a6c31484911d14a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### DN2 AUC2 (10%): 71.6. Result ID: 6992d5e33a6c31484911d148. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"GTE","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. ### DN2 AUC2 (10%): 70.7. Result ID: 6992d5e33a6c31484911d14b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"MPNET","Contamination Ratio":"2.5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.