Click-Through Rate Prediction on Agentic AI Message Dataset (test)
0.0654CoefficientefficiencyTech
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| efficiencyTechSpecification=(1) Simple, Demographics=No, Medical Context=No, Temporal Controls=No2026.06 | 0.0654 | — | 0.0058 | — | — | |
| efficiencyTechSpecification=(2) +Demo, Demographics=Yes, Medical Context=No, Temporal Controls=No2026.06 | 0.0645 | — | 0.0058 | — | — | |
| efficiencyTechSpecification=(3) +Medical, Demographics=Yes, Medical Context=Yes, Temporal Controls=No2026.06 | 0.0645 | — | 0.0058 | — | — | |
| efficiencyTechSpecification=(4) +Temporal, Demographics=Yes, Medical Context=Yes, Temporal Controls=Yes2026.06 | 0.0644 | — | 0.0058 | — | — | |
| salienceSpecification=(4) +Temporal2026.06 | 0.0339 | — | 0.0059 | — | — | |
| completeProSpecification=(2) +Demo, Demographics=Yes, Medical Context=No, Temporal Controls=No2026.06 | 0.0327 | — | 0.006 | — | — | |
| completeProSpecification=(3) +Medical, Demographics=Yes, Medical Context=Yes, Temporal Controls=No2026.06 | 0.0327 | — | 0.006 | — | — | |
| completeProSpecification=(1) Simple, Demographics=No, Medical Context=No, Temporal Controls=No2026.06 | 0.0326 | — | 0.006 | — | — | |
| completeProSpecification=(4) +Temporal, Demographics=Yes, Medical Context=Yes, Temporal Controls=Yes2026.06 | 0.0326 | — | 0.006 | — | — | |
| authorityTradSpecification=(1) Simple2026.06 | 0.0225 | — | 0.006 | — | — | |
| progressFeedbackSpecification=(4) +Temporal2026.06 | 0.0219 | — | 0.006 | — | — | |
| authorityTradSpecification=(2) +Demo2026.06 | 0.0217 | — | 0.006 | — | — | |
| authorityTradSpecification=(3) +Medical2026.06 | 0.0217 | — | 0.006 | — | — | |
| authorityTradSpecification=(4) +Temporal2026.06 | 0.0217 | — | 0.006 | — | — | |
| clarityActionSpecification=(1) Simple2026.06 | 0.0183 | — | 0.006 | — | — | |
| clarityActionSpecification=(4) +Temporal2026.06 | 0.0178 | — | 0.006 | — | — | |
| authorityTradAnalysis Type=Raw Rate2026.06 | — | 65.5 | — | — | — | |
| clarityActionAnalysis Type=Raw Rate2026.06 | — | 65.1 | — | — | — | |
| completeProAnalysis Type=Raw Rate2026.06 | — | 66.5 | — | — | — | |
| default (reference)Analysis Type=Raw Rate2026.06 | — | 63.3 | — | — | — | |
| efficiencyTechAnalysis Type=Raw Rate2026.06 | — | 69.8 | — | — | — | |
| progressFeedbackAnalysis Type=Raw Rate2026.06 | — | 65.5 | — | — | — | |
| salienceAnalysis Type=Raw Rate2026.06 | — | 66.7 | — | — | — |