Update README.md

README.md

@@ -1,11 +1,11 @@
----
-license: cc
-task_categories:
-- text-classification
-- feature-extraction
-language:
-- en
----
+---
+license: cc
+task_categories:
+- text-classification
+- feature-extraction
+language:
+- en
+---
 # Text Quality Assessment Dataset
 
 ## Overview
@@ -37,18 +37,11 @@ The quality scores of each text were assessed using
    - Yeo-Johnson transformed
 
 3. **NVIDIA Quality Score**:
-   - Weighted average of quality levels:
-     - "Low" (0)
-     - "Medium" (0.5)
-     - "High" (1)
-   - Weighted by predicted probabilities (result between 0 and 1)
-   - Logit transformed
-   - Yeo-Johnson transformed
+   - Logits of "High" quality level - logits of "Low" quality level
 
-4. **Composite Quality Score**:
+5. **Composite Quality Score**:
    - First principal component of fineweb-edu and NVIDIA scores
-
-All scores adjusted for length using linear regression with the transformed text length
+   - Adjusted for length using linear regression with the transformed text length
 
 ## Key Insights