update the evaluation part

README.md

@@ -59,9 +59,48 @@ The ATK Dataset is in active development, with ongoing data collection from loca
 
 This dataset aims to highlight the importance of cultural and regional knowledge in AI systems, encouraging developers to create more inclusive and globally competent models. By focusing on Taiwan-specific information, the ATK Dataset addresses a critical gap in current AI evaluation metrics.
 
-## Stay Tuned:
+## Evaluation:
 
-The full Awesome Taiwan Knowledge Dataset and initial benchmarking results will be released soon, offering unprecedented insights into AI models' capabilities in handling Taiwan-specific queries.
+Here's the table using claude as the evaluation model to see how GPT-4o, Claude sonnet 3.5 and Gemini perform on answering the questions:
+
+| Model | Subject | (1) Overall Model Response Accuracy | (2) Model Response Confidence Average (0-100) | (3) Model Response Key Confidence Average |
+|-------|---------|-------------------------------------|---------------------------------------------|------------------------------------------|
+| GPT-4o | Overall | 70.35% | 75.11 | 63.61 |
+| | Elementary School Civics Studies | 94.00% | 76.52 | 65.00 |
+| | High School Taiwan Literature | 78.89% | 83.52 | 74.21 |
+| | High School Society Studies | 26.32% | 71.20 | 66.71 |
+| | Junior High Society Studies | 69.29% | 67.16 | 58.57 |
+| Claude 3.5 Sonnet | Overall | 53.76% | 85.44 | 63.13 |
+| | Elementary School Civics Studies | 67.33% | 85.20 | 50.20 |
+| | High School Taiwan Literature | 50.00% | 87.22 | 67.56 |
+| | High School Society Studies | 21.05% | 67.60 | 81.20 |
+| | Junior High Society Studies | 49.61% | 84.84 | 48.75 |
+| Gemini Output | Overall | 32.68% | 83.34 | 32.54 |
+| | Elementary School Civics Studies | 47.33% | 79.65 | 21.19 |
+| | High School Taiwan Literature | 44.44% | 85.13 | 36.10 |
+| | High School Society Studies | 8.42% | 91.25 | 43.91 |
+| | Junior High Society Studies | 25.98% | 84.70 | 29.79 |
+
+**Key Observations:**
+
+- Subject-wise Performance:
+  - Elementary School Civics Studies: All models performed relatively well here, with GPT-4 leading (94%), followed by Claude (67.33%), and Gemini (47.33%)
+  - High School Taiwan Literature: GPT-4 showed strong performance (78.89%), while Claude (50%) and Gemini (44.44%) were notably lower
+  - High School Society Studies: All models struggled here, with particularly low accuracy (GPT-4: 26.32%, Claude: 21.05%, Gemini: 8.42%)
+
+
+- Confidence Levels:
+
+
+`Interestingly, all models showed relatively high confidence (mostly above 70%) despite varying accuracy levels
+Claude 3.5 Sonnet and Gemini often showed higher confidence than GPT-4, despite lower accuracy
+This suggests potential overconfidence issues, particularly in Gemini and Claude`
+
+
+- Strongest Areas:
+  - GPT-4: Elementary School Civics Studies (94%)
+  - Claude: Elementary School Civics Studies (67.33%)
+  - Gemini: Elementary School Civics Studies (47.33%)
 
 ## Contributors
 | 年級 | 領域     | 教師名稱 | 學校     |