Update README.md

README.md

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 # 📘 About This Model
 
-This is a quantized NVFP4 (W4A4) version of Step-Audio-R1, an open-weights Qwen2-Audio–based multimodal model for audio understanding and reasoning.
+This is a quantized NVFP4 (W4A4) version of Step-Audio-R1, an open-weights Audio–based multimodal model for audio understanding and reasoning.
 The original BF16 model requires ~67 GB VRAM.
 
 Step-Audio-R1 combines:
@@ -23,7 +23,7 @@ A high-capacity audio encoder
 
 A projection layer that maps audio features into the transformer
 
-A Qwen2 language backbone for reasoning and text generation
+A language backbone for reasoning and text generation
 
 The model is designed for:
 
@@ -62,7 +62,7 @@ The model supports:
 ✘ It does not synthesize audio
 ✘ It does not require pre-burned waveforms — any user-provided audio file works
 
-Check the original model card for information about this model for more info.
+Check the original model card for more information about this model.
 
 # Running the model with VLLM in Docker
 It requires a specific vllm container released by the model authors.