Conversational XAI on Diabetes
81FaithfulnessStructured Agentic XAI w/o verification
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Structured Agentic XAI w/o verificationModel Variant=Original Model2026.05 | 81 | 71 | 78 | 100 | |
| Unstructured Agentic XAIModel Variant=Feature-Ablated Model2026.05 | 80 | 58 | 69 | 96 | |
| Naive LLMModel Variant=Feature-Ablated Model2026.05 | 79 | 79 | 80 | 100 | |
| FAXModel Variant=Original Model2026.05 | 79 | 68 | 86 | 100 | |
| FAXModel Variant=Feature-Ablated Model2026.05 | 79 | 70 | 90 | 100 | |
| Structured Agentic XAI w/o verificationModel Variant=Feature-Ablated Model2026.05 | 77 | 70 | 83 | 100 | |
| Unstructured Agentic XAIModel Variant=Original Model2026.05 | 75 | 62 | 70 | 88 | |
| Naive LLMModel Variant=Original Model2026.05 | 71 | 78 | 87 | 100 | |
| TalkToModelModel Variant=Feature-Ablated Model2026.05 | 67 | 22 | 30 | 47 | |
| TalkToModelModel Variant=Original Model2026.05 | 66 | 26 | 41 | 45 | |
| Explainer DashboardModel Variant=Feature-Ablated Model2026.05 | 58 | 44 | 50 | 58 | |
| Explainer DashboardModel Variant=Original Model2026.05 | 55 | 51 | 51 | 42 |