# Counterfactual reasoning on UCI Adult missing values Agent (test) Source: [Counterfactual reasoning on UCI Adult missing values Agent (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:25.623Z Evaluation of model performance on the Counterfactual reasoning task using the test split of the UCI Adult missing values Agent dataset, measured by Accuracy. 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 reasoning | | Dataset (including any stated split) | UCI Adult missing values Agent (test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SHAP | 100 | Not recorded | 68fa6d4a1e209131cea38cc4 | | GAM | 100 | Not recorded | 68fa6d4a1e209131cea38cc4 | | GAM | 100 | Not recorded | 68fa6d4a1e209131cea38cc4 | | SHAP | 99.8 | Not recorded | 68fa6d4a1e209131cea38cc4 | | GAM | 87.7 | Not recorded | 68fa6d4a1e209131cea38cc4 | | SHAP | 84 | Not recorded | 68fa6d4a1e209131cea38cc4 | | LIME | 75.9 | Not recorded | 68fa6d4a1e209131cea38cc4 | | Model Prediction | 67.3 | Not recorded | 68fa6d4a1e209131cea38cc4 | | GAM | 64.8 | Not recorded | 68fa6d4a1e209131cea38cc4 | | LIME | 64.5 | Not recorded | 68fa6d4a1e209131cea38cc4 | | SHAP | 63.2 | Not recorded | 68fa6d4a1e209131cea38cc4 | | Model Prediction | 58.2 | Not recorded | 68fa6d4a1e209131cea38cc4 | | Model Prediction | 57.5 | Not recorded | 68fa6d4a1e209131cea38cc4 | | Model Prediction | 57.4 | Not recorded | 68fa6d4a1e209131cea38cc4 | | LIME | 56.9 | Not recorded | 68fa6d4a1e209131cea38cc4 | | LIME | 55.2 | Not recorded | 68fa6d4a1e209131cea38cc4 | ### SHAP Accuracy: 100. Result ID: 698f855d3a6c314849f9aa21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1000"}. This record does not assert independent reproduction. ### GAM Accuracy: 100. Result ID: 698f855d3a6c314849f9aa24. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"100"}. This record does not assert independent reproduction. ### GAM Accuracy: 100. Result ID: 698f855d3a6c314849f9aa25. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1000"}. This record does not assert independent reproduction. ### SHAP Accuracy: 99.8. Result ID: 698f855d3a6c314849f9aa20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"100"}. This record does not assert independent reproduction. ### GAM Accuracy: 87.7. Result ID: 698f855d3a6c314849f9aa23. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"10"}. This record does not assert independent reproduction. ### SHAP Accuracy: 84. Result ID: 698f855d3a6c314849f9aa1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"10"}. This record does not assert independent reproduction. ### LIME Accuracy: 75.9. Result ID: 698f855d3a6c314849f9aa29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1000"}. This record does not assert independent reproduction. ### Model Prediction Accuracy: 67.3. Result ID: 698f855d3a6c314849f9aa2d. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1000"}. This record does not assert independent reproduction. ### GAM Accuracy: 64.8. Result ID: 698f855d3a6c314849f9aa22. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1"}. This record does not assert independent reproduction. ### LIME Accuracy: 64.5. Result ID: 698f855d3a6c314849f9aa28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"100"}. This record does not assert independent reproduction. ### SHAP Accuracy: 63.2. Result ID: 698f855d3a6c314849f9aa1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1"}. This record does not assert independent reproduction. ### Model Prediction Accuracy: 58.2. Result ID: 698f855d3a6c314849f9aa2c. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"100"}. This record does not assert independent reproduction. ### Model Prediction Accuracy: 57.5. Result ID: 698f855d3a6c314849f9aa2a. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1"}. This record does not assert independent reproduction. ### Model Prediction Accuracy: 57.4. Result ID: 698f855d3a6c314849f9aa2b. [Reporting paper]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"10"}. This record does not assert independent reproduction. ### LIME Accuracy: 56.9. Result ID: 698f855d3a6c314849f9aa27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"10"}. This record does not assert independent reproduction. ### LIME Accuracy: 55.2. Result ID: 698f855d3a6c314849f9aa26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Data-points Per Observation":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.