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add cosyvoice2 readme

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      README.md

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README.md

@@ -4,31 +4,54 @@
 
 For `SenseVoice`, visit [SenseVoice repo](https://github.com/FunAudioLLM/SenseVoice) and [SenseVoice space](https://www.modelscope.cn/studios/iic/SenseVoice).
 
-## Roadmap
 
-- [x] 2024/07
+## Highlight
 
-    - [x] Flow matching training support
-    - [x] WeTextProcessing support when ttsfrd is not avaliable
-    - [x] Fastapi server and client
+**CosyVoice 2.0** has been released! Compared to version 1.0, the new version offers more accurate, more stable, faster, and better speech generation capabilities.
 
-- [x] 2024/08
+### Multilingual
+- **Support Language**: Chinese, English, Japanese, Korean, Chinese dialects (Cantonese, Sichuanese, Shanghainese, Tianjinese, Wuhanese, etc.)
+- **Crosslingual & Mixlingual**:Support zero-shot voice cloning for cross-lingual and code-switching scenarios.
 
-    - [x] Repetition Aware Sampling(RAS) inference for llm stability
-    - [x] Streaming inference mode support, including kv cache and sdpa for rtf optimization
+### Ultra-Low Latency
+- **Bidirectional Streaming Support**: CosyVoice 2.0 integrates offline and streaming modeling technologies.
+- **Rapid First Packet Synthesis**: Achieves latency as low as 150ms while maintaining high-quality audio output.
+
+### High Accuracy
+- **Improved Pronunciation**: Reduces pronunciation errors by 30% to 50% compared to CosyVoice 1.0.
+- **Benchmark Achievements**: Attains the lowest character error rate on the hard test set of the Seed-TTS evaluation set.
+
+### Strong Stability
+- **Consistency in Timbre**: Ensures reliable voice consistency for zero-shot and cross-language speech synthesis.
+- **Cross-language Synthesis**: Marked improvements compared to version 1.0.
+
+### Natural Experience
+- **Enhanced Prosody and Sound Quality**: Improved alignment of synthesized audio, raising MOS evaluation scores from 5.4 to 5.53.
+- **Emotional and Dialectal Flexibility**: Now supports more granular emotional controls and accent adjustments.
+
+
+## Roadmap
+
+- [x] 2024/12
+
+    - [x] 25hz cosyvoice 2.0 released
 
 - [x] 2024/09
 
     - [x] 25hz cosyvoice base model
     - [x] 25hz cosyvoice voice conversion model
 
-- [ ] TBD
+- [x] 2024/08
+
+    - [x] Repetition Aware Sampling(RAS) inference for llm stability
+    - [x] Streaming inference mode support, including kv cache and sdpa for rtf optimization
+
+- [x] 2024/07
+
+    - [x] Flow matching training support
+    - [x] WeTextProcessing support when ttsfrd is not avaliable
+    - [x] Fastapi server and client
 
-    - [ ] 25hz llama based llm model which supports lora finetune
-    - [ ] Support more instruction mode
-    - [ ] Music generation
-    - [ ] CosyVoice-500M trained with more multi-lingual data
-    - [ ] More...
 
 ## Install