Update README.md

README.md

@@ -62,7 +62,7 @@ on-device speech recognition on Apple platforms (iOS/macOS).
 
 ## Usage with FluidAudio
 
-```swift
+```
 import FluidAudio
 
 let manager = Qwen3AsrManager()
@@ -75,6 +75,8 @@ let transcript = try await manager.transcribe(
     maxNewTokens: 512
 )
 print(transcript)
+```
+
 
 Model Architecture
 
@@ -82,19 +84,6 @@ Model Architecture
 - Decoder: 28-layer transformer decoder with 1024 hidden size
 - Tokenizer: Qwen tokenizer with special ASR tokens
 
-Files
-
-f32/
-├── AudioEncoder.mlpackage
-├── TextDecoder.mlpackage
-├── config.json
-└── tokenizer.json
-
-int8/
-├── AudioEncoder.mlpackage
-├── TextDecoder.mlpackage
-├── config.json
-└── tokenizer.json
 
 License
 
@@ -114,7 +103,7 @@ Citation
   journal={arXiv preprint arXiv:2601.21337},
   year={2025}
 }
-
+  
 For the HuggingFace metadata UI, fill in:
 - **License**: Apache 2.0
 - **Base model**: Qwen/Qwen3-ASR-0.6B