Retrained on improved, reanalyzed data

README.md

@@ -81,7 +81,7 @@ text = [
     "In recent years, the impact of climate change has become increasingly evident, affecting ecosystems and human livelihoods across the globe."]
 
 result = quality(text)
-[round(x, 2) for x in result] # Estimated quality for each text [0.19, -3.06, 0.15, 1.77, 1.34]
+[round(x, 2) for x in result] # Estimated quality for each text [-0.89, -0.76, -0.7, 0.3, 1.64]
 ```
 
 ## Training Procedure
@@ -102,14 +102,15 @@ The following hyperparameters were utilized during training:
 
 ### Training Results
 
-- **Loss**: 0.1280
-- **Mean Squared Error (MSE)**: 0.1280
+- **Loss**: 0.0924
+- **Mse**: 0.0924
+- **Num Input Tokens Seen**: 34560000
 
 ### Framework Versions
 
 The model was developed using the following frameworks and libraries:
-- **Transformers**: 4.44.2
-- **PyTorch**: 2.2.2+cu121
-- **Datasets**: 2.18.0
-- **Tokenizers**: 0.19.1
+- Transformers 4.45.1
+- Pytorch 2.4.1+cu121
+- Datasets 3.0.1
+- Tokenizers 0.20.0
 </details>