# Counterfactual Generation on NN5 Source: [Counterfactual Generation on NN5]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:54:56.988Z Evaluation of Counterfactual Generation methods applied to the NN5 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) | NN5 | | 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 | | --- | --- | --- | --- | | ConTex | 99 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 97.6 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 97.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 91.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 91.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 89.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseNN | 86 | Not recorded | 6a322a59d33dfb23e783ed86 | | ConTex | 68.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 65.4 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 64.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 62.3 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 62.1 | Not recorded | 6a322a59d33dfb23e783ed86 | | BaseShift | 60.2 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 51.9 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 39.8 | Not recorded | 6a322a59d33dfb23e783ed86 | | ForecastCF | 32.4 | Not recorded | 6a322a59d33dfb23e783ed86 | ### ConTex Ratio: 99. Result ID: 6a3252cefbc373592c2fa9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ConTex Ratio: 97.6. Result ID: 6a3252cefbc373592c2fa9d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ConTex Ratio: 97.1. Result ID: 6a3252cefbc373592c2fa9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Ratio: 91.8. Result ID: 6a3252cefbc373592c2fa9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseNN Ratio: 91.4. Result ID: 6a3252cefbc373592c2fa9d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseNN Ratio: 89.4. Result ID: 6a3252cefbc373592c2fa9d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### BaseNN Ratio: 86. Result ID: 6a3252cefbc373592c2fa9da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### ConTex Ratio: 68.3. Result ID: 6a3252cefbc373592c2fa9cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### BaseShift Ratio: 65.4. Result ID: 6a3252cefbc373592c2fa9d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseShift Ratio: 64.8. Result ID: 6a3252cefbc373592c2fa9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### BaseShift Ratio: 62.3. Result ID: 6a3252cefbc373592c2fa9d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 62.1. Result ID: 6a3252cefbc373592c2fa9d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"TiDE"}. This record does not assert independent reproduction. ### BaseShift Ratio: 60.2. Result ID: 6a3252cefbc373592c2fa9cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 51.9. Result ID: 6a3252cefbc373592c2fa9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N-HiTS"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 39.8. Result ID: 6a3252cefbc373592c2fa9d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DLinear"}. This record does not assert independent reproduction. ### ForecastCF Ratio: 32.4. Result ID: 6a3252cefbc373592c2fa9cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.