# Counterfactual generation on Tourism Source: [Counterfactual generation on Tourism]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:54:57.125Z Evaluation of Counterfactual Generation methods on the Tourism dataset, measured using Ratio and S-AUC. 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 | Counterfactual generation | | Dataset (including any stated split) | Tourism | | Metric | Ratio | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Ratio](): Higher is better; unit: PERCENT. - [S-AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Ratio | Result date | Report paper | | --- | --- | --- | --- | | BaseNN | 86.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 85.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 84.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 84 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 83.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 81.2 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 77.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 76.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 68.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 67.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 67.5 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 57.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 49.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 48.2 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 47.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 38.1 | Not recorded | 6a322a59d33dfb23e783ed86 | ### BaseNN Ratio: 86.3. Result ID: 6a3252cefbc373592c2fa9ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseNN Ratio: 85.1. Result ID: 6a3252cefbc373592c2fa9f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ConTex Ratio: 84.1. Result ID: 6a3252cefbc373592c2fa9f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseNN Ratio: 84. Result ID: 6a3252cefbc373592c2fa9fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseNN Ratio: 83.9. Result ID: 6a3252cefbc373592c2fa9f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ConTex Ratio: 81.2. Result ID: 6a3252cefbc373592c2fa9ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ConTex Ratio: 77.3. Result ID: 6a3252cefbc373592c2fa9f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ConTex Ratio: 76.4. Result ID: 6a3252cefbc373592c2fa9f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 68.1. Result ID: 6a3252cefbc373592c2fa9f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 67.6. Result ID: 6a3252cefbc373592c2fa9ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Ratio: 67.5. Result ID: 6a3252cefbc373592c2fa9f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseShift Ratio: 57.9. Result ID: 6a3252cefbc373592c2fa9f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 49.3. Result ID: 6a3252cefbc373592c2fa9f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 48.2. Result ID: 6a3252cefbc373592c2fa9eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 47.6. Result ID: 6a3252cefbc373592c2fa9ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 38.1. Result ID: 6a3252cefbc373592c2fa9f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.