Update README.md

README.md

@@ -30,7 +30,7 @@ We are releasing a lite version of BIRD-Critic, `bird-critic-1.0-flash-exp`, whi
 
 # Model Performance Results
 
-| Rank | Model Name                       | Query Score | Management Score | Personalization Score | Efficiency Score | Overall Score | Level         |
+| Rank | Model Name                       | Query | Management | Personalization | Efficiency | Overall Score | Level         |
 |-----:|----------------------------------|-----------:|----------------:|-------------------:|-----------------:|-------------:|---------------|
 | 1    | o1-preview-2024-09-12            | 46.88       | 36.73           | 30.77             | 40.91            | **38.50**    | 🏆 Leading    |
 | 2    | deepseek-reasoner (r1)           | 34.38       | 36.73           | 32.31             | 31.82            | 34.00         | 🌟 Elite      |
@@ -38,7 +38,7 @@ We are releasing a lite version of BIRD-Critic, `bird-critic-1.0-flash-exp`, whi
 | 4    | o1-mini                          | 28.13       | 32.65           | 26.15             | 22.73            | 28.00         | 💎 Superior   |
 | 5    | deepseek-V3                      | 28.13       | 30.61           | 26.15             | 22.73            | 27.50         | 💎 Superior   |
 | 6    | phi-4                            | 25.00       | 30.61           | 20.00             | 22.73            | 24.50         | 💎 Superior   |
-| 7    | claude-3-5-sonnet               | 15.63       | 32.65           | 26.15             | 22.73            | 24.00         | 🔸 Advanced   |
+| 7    | Claude-3-5-sonnet               | 15.63       | 32.65           | 26.15             | 22.73            | 24.00         | 🔸 Advanced   |
 | 8    | gemini-2.0-flash-exp             | 20.31       | 26.53           | 24.62             | 27.27            | 24.00         | 🔸 Advanced   |
 | 9    | Qwen2.5-Coder-32B-Instruct       | 25.00       | 26.53           | 23.08             |  9.09            | 23.00         | 🔸 Advanced   |
 | 10   | gemini-2.0-flash-thinking-exp    | 20.31       | 16.33           | 18.46             | 27.27            | 19.50         | 🔸 Advanced   |
@@ -64,10 +64,10 @@ We are releasing a lite version of BIRD-Critic, `bird-critic-1.0-flash-exp`, whi
 - ⚪ Basic: Bottom 30%
 
 **Instance Categories:**
-- **Query**: Instances that involve standard retrieval operations (i.e., SELECT).
-- **Efficiency**: Instances focused on performance optimization.
+- **Query**: Instances that involve classic retrieval operations (i.e., SELECT).
 - **Management**: Instances that perform database management (e.g, CREATE, UPDATE, INSERT).
-- **Personalization**: Instances requiring a custom approach to evaluate.
+- **Personalization**: Instances requiring a custom approach to achieve.
+- **Efficiency**: Instances focused on query optimization.
 
 Represent as `issue_type` in each data instance.