diff --git a/README.md b/README.md
index 952a2ab..aa1164d 100644
--- a/README.md
+++ b/README.md
@@ -70,10 +70,10 @@ Full parameter control:
 | Parameter | Range | Description |
 |-----------|-------|-------------|
 | `LanPaint_NumSteps` | 0-20 | Reasoning iterations per denoising step ("thinking depth") |
-| `LanPaint_Lambda` | 0.1-50 | Content preservation strength (higher = stricter) |
+| `LanPaint_Lambda` | 0.1-50 | Content alignment strength (higher = stricter) |
 | `LanPaint_StepSize` | 0.0001-0.5 | Convergence speed (higher = faster but riskier) |
-| `LanPaint_Beta` | 0.0001-5 | Novelty generation intensity |
-| `LanPaint_Friction` | 1-50 | System stability (higher = more stable) |
+| `LanPaint_Beta` | 0.0001-5 | Bidirectional guidance convergence speed |
+| `LanPaint_Friction` | 1-50 | System stability / fast convergence trade off (higher = more stable) |
 | `LanPaint_Tamed` | 0-20 | Noise regularization strength |
 
 ## Usage Tips