diff --git a/README.md b/README.md
index 30df4a7a7e..ba82d879b4 100644
--- a/README.md
+++ b/README.md
@@ -46,14 +46,14 @@ potential of cutting-edge AI models.
 - Support speech recognition model: [#929](https://github.com/xorbitsai/inference/pull/929)
 - Metrics support: [#906](https://github.com/xorbitsai/inference/pull/906)
 ### New Models
+- Built-in support for [Stable Diffusion 3.5](https://huggingface.co/collections/stabilityai/stable-diffusion-35-671785cca799084f71fa2838): [#2706](https://github.com/xorbitsai/inference/pull/2706)
+- Built-in support for [CosyVoice 2](https://huggingface.co/FunAudioLLM/CosyVoice2-0.5B): [#2684](https://github.com/xorbitsai/inference/pull/2684)
+- Built-in support for [Fish Speech V1.5](https://huggingface.co/fishaudio/fish-speech-1.5): [#2672](https://github.com/xorbitsai/inference/pull/2672)
 - Built-in support for [F5-TTS](https://github.com/SWivid/F5-TTS): [#2626](https://github.com/xorbitsai/inference/pull/2626)
 - Built-in support for [GLM Edge](https://github.com/THUDM/GLM-Edge): [#2582](https://github.com/xorbitsai/inference/pull/2582)
 - Built-in support for [QwQ-32B-Preview](https://qwenlm.github.io/blog/qwq-32b-preview/): [#2602](https://github.com/xorbitsai/inference/pull/2602)
 - Built-in support for [Qwen 2.5 Series](https://qwenlm.github.io/blog/qwen2.5/): [#2325](https://github.com/xorbitsai/inference/pull/2325)
-- Built-in support for [Fish Speech V1.4](https://huggingface.co/fishaudio/fish-speech-1.4): [#2295](https://github.com/xorbitsai/inference/pull/2295)
 - Built-in support for [DeepSeek-V2.5](https://huggingface.co/deepseek-ai/DeepSeek-V2.5): [#2292](https://github.com/xorbitsai/inference/pull/2292)
-- Built-in support for [Qwen2-Audio](https://github.com/QwenLM/Qwen2-Audio): [#2271](https://github.com/xorbitsai/inference/pull/2271)
-- Built-in support for [Qwen2-vl-instruct](https://github.com/QwenLM/Qwen2-VL): [#2205](https://github.com/xorbitsai/inference/pull/2205)
 ### Integrations
 - [Dify](https://docs.dify.ai/advanced/model-configuration/xinference): an LLMOps platform that enables developers (and even non-developers) to quickly build useful applications based on large language models, ensuring they are visual, operable, and improvable.
 - [FastGPT](https://github.com/labring/FastGPT): a knowledge-based platform built on the LLM, offers out-of-the-box data processing and model invocation capabilities, allows for workflow orchestration through Flow visualization.
diff --git a/README_zh_CN.md b/README_zh_CN.md
index ff9b068e78..571989c7f6 100644
--- a/README_zh_CN.md
+++ b/README_zh_CN.md
@@ -42,14 +42,14 @@ Xorbits Inference（Xinference）是一个性能强大且功能全面的分布
 - 支持语音识别模型: [#929](https://github.com/xorbitsai/inference/pull/929)
 - 增加 Metrics 统计信息: [#906](https://github.com/xorbitsai/inference/pull/906)
 ### 新模型
+- 内置 [Stable Diffusion 3.5](https://huggingface.co/collections/stabilityai/stable-diffusion-35-671785cca799084f71fa2838): [#2706](https://github.com/xorbitsai/inference/pull/2706)
+- 内置 [CosyVoice 2](https://huggingface.co/FunAudioLLM/CosyVoice2-0.5B): [#2684](https://github.com/xorbitsai/inference/pull/2684)
+- 内置 [Fish Speech V1.5](https://huggingface.co/fishaudio/fish-speech-1.5): [#2672](https://github.com/xorbitsai/inference/pull/2672)
 - 内置 [F5-TTS](https://github.com/SWivid/F5-TTS): [#2626](https://github.com/xorbitsai/inference/pull/2626)
 - 内置 [GLM Edge](https://github.com/THUDM/GLM-Edge): [#2582](https://github.com/xorbitsai/inference/pull/2582)
 - 内置 [QwQ-32B-Preview](https://qwenlm.github.io/blog/qwq-32b-preview/): [#2602](https://github.com/xorbitsai/inference/pull/2602)
 - 内置 [Qwen 2.5 Series](https://qwenlm.github.io/blog/qwen2.5/): [#2325](https://github.com/xorbitsai/inference/pull/2325)
-- 内置 [Fish Speech V1.4](https://huggingface.co/fishaudio/fish-speech-1.4): [#2295](https://github.com/xorbitsai/inference/pull/2295)
 - 内置 [DeepSeek-V2.5](https://huggingface.co/deepseek-ai/DeepSeek-V2.5): [#2292](https://github.com/xorbitsai/inference/pull/2292)
-- 内置 [Qwen2-Audio](https://github.com/QwenLM/Qwen2-Audio): [#2271](https://github.com/xorbitsai/inference/pull/2271)
-- 内置 [Qwen2-vl-instruct](https://github.com/QwenLM/Qwen2-VL): [#2205](https://github.com/xorbitsai/inference/pull/2205)
 ### 集成
 - [FastGPT](https://doc.fastai.site/docs/development/custom-models/xinference/)：一个基于 LLM 大模型的开源 AI 知识库构建平台。提供了开箱即用的数据处理、模型调用、RAG 检索、可视化 AI 工作流编排等能力，帮助您轻松实现复杂的问答场景。
 - [Dify](https://docs.dify.ai/advanced/model-configuration/xinference): 一个涵盖了大型语言模型开发、部署、维护和优化的 LLMOps 平台。