Update README.md

README.md

@@ -128,7 +128,10 @@ print(clean_text)  # "This product is really amazing, no kidding!"
 
 | Metric | Score | Description |
 |--------|-------|-------------|
-| **Toxicity Reduction** | 0.032 (3.2%) | Average reduction in toxicity scores |
+• Original Toxicity:            0.051 (5.1%)
+• Final Toxicity:               0.020 (2.0%)
+
+| **Toxicity Reduction** | 0.051 (ParaDetox) --> 0.020 | Reduced toxicity scores by more than 50% |
 | **Semantic to Expected** | 0.471 (47.1%) | Similarity to human expert rewrites |
 | **Semantic to Original** | 0.625 (62.5%) | How much original meaning is preserved |
 | **Fluency** | 0.919 (91.9%) | Quality of generated text structure |
@@ -138,15 +141,9 @@ print(clean_text)  # "This product is really amazing, no kidding!"
 ### Dataset Breakdown
 
 #### General Toxic Content (1,000 samples)
-- **Toxicity Reduction**: 3.1%
 - **Semantic Preservation**: 62.7%
 - **Fluency**: 91.9%
 
-#### High-Toxicity Content (8 samples)
-- **Toxicity Reduction**: 25.0% ⭐ *Strong performance*
-- **Semantic Preservation**: 36.6%
-- **Fluency**: 96.3%
-
 ### Comparison with Baselines
 
 | Model | Semantic Similarity | Toxicity Reduction | Fluency |