Update README.md

README.md

@@ -28,7 +28,7 @@ models:
   - model: Qwen/Qwen2.5-14B-instruct-1M  
 dtype: bfloat16
 ```
-Does this seem flawless? However, merged models occasionally exhibit **uncontrollable outputs**, likely due to significant discrepancies between instruction-tuned models and base models.
+Does it seem like there are no issues at all? However, merged models occasionally exhibit **uncontrollable outputs**, likely due to significant discrepancies between instruction-tuned models and base models.
 
 To address this, I first attempted to directly integrate a fine-tuned model with smaller divergence from the base model, such as **Virtuoso-Small-v2**.
 
@@ -43,7 +43,7 @@ models:
 dtype: bfloat16
 name: Qwen2.5-14B-YOYO-latest-V2
 ```
-This reduced runaway outputs but still left the model unstable.
+Although the uncontrollable output issue has been addressed, the model still lacks stability.
 
 Through practical experimentation, I found that first merging **"high-divergence"** models (significantly different from the base) into **"low-divergence"** models (closer to the base) using the  [DELLA](https://arxiv.org/abs/2403.19522)  method, then applying the  [Model Stock](https://arxiv.org/abs/2406.11617)  method, ultimately produces a model that is not only more stable but also achieves better performance.