add readme

README.md

@@ -10,12 +10,13 @@ This repository provides an implementation of the MiniMax-Speech model, featurin
 
 ## Key Features
 
-- **24kHz Audio Support**: High-quality audio generation at 24kHz sampling rate
-- **Two-Stage Architecture**: Optimized training pipeline with discrete and continuous representations
-- **Modular Design**: Separate components for audio codec and variational autoencoder
-- **CosyVoice2 Decoder**: Leverages proven components from the CosyVoice2's Decoder framework
-- **Flow matching AE**: Flow matching training for autoencoders
-- **Immiscible assignment**: Support immiscible adding noise while training
+- [ ] **24kHz Audio Support**: High-quality audio generation at 24kHz sampling rate
+- [ ] **Two-Stage Architecture**: Optimized training pipeline with discrete and continuous representations
+- [ ] **Modular Design**: Separate components for audio codec and variational autoencoder
+- [ ] **CosyVoice2 Decoder**: Leverages proven components from the CosyVoice2's Decoder framework
+- [ ] **Flow matching AE**: Flow matching training for autoencoders
+- [ ] **Immiscible assignment**: Support immiscible adding noise while training
+- [ ] **Contrastive Flow matching**: Support Contrastive training
 
 ## Architecture