Update README.md

README.md

@@ -10,4 +10,10 @@ language:
 base_model:
 - deepseek-ai/DeepSeek-R1-0528-Qwen3-8B
 new_version: kxdw2580/DeepSeek-R1-0528-Qwen3-8B-catgirl-v2.5
----
+---
+
+We have released the updated v2-qwen dataset , designed to evaluate performance advantages of large-scale models. 
+
+To address limitations in previous model iterations, we implemented a hybrid fine-tuning approach combining v2-common with other v2-qwen subsets. This significantly reduced redundant reasoning processes and hallucinations in routine responses, while improvements were also observed in non-reasoning modes .
+
+Additionally, during fine-tuning, LoRA + bitsandbytes 8-bit quantization was employed to accelerate training. The model's efficiency may be compromised compared to fully-precision models.