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  1. README.md +5 -5
  2. README_zh.md +5 -5
README.md CHANGED
@@ -30,13 +30,13 @@ tags:
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  <a href="https://realtime-venus.github.io/"><img src="https://img.shields.io/badge/Project_Page-4c9aff.svg?logo=googlechrome&logoColor=white" alt="Project Page"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/Hugging_Face-Realtime--Venus-FFD21E.svg?logo=huggingface&logoColor=000" alt="Realtime-Venus on Hugging Face"></a>
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  <a href="https://www.modelscope.cn/models/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/ModelScope-Realtime--Venus-624AFF.svg?logo=modelscope&logoColor=white" alt="Realtime-Venus on ModelScope"></a>
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- <a href="https://arxiv.org/abs/2609.13814"><img src="https://img.shields.io/badge/arXiv-2609.13814-b31b1b.svg?logo=arxiv&logoColor=white" alt="arXiv"></a>
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  <a href="https://github.com/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/GitHub-Realtime--Venus-181717.svg?logo=github&logoColor=white" alt="GitHub"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-0b7285.svg?logo=apache&logoColor=white" alt="Apache License 2.0"></a>
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  </p>
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  <p align="center">
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- <a href="https://arxiv.org/abs/2609.13814">
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  <img src="https://arxiv.org/html/2609.13814v1/case.png" alt="Example proactive, delegated, and full-duplex interactions with Realtime-Venus" width="100%">
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  </a>
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  </p>
@@ -97,11 +97,11 @@ integrations live in the
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  ## 4. 📊 Evaluation
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  All values are reported in the
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- [Realtime-Venus technical report](https://arxiv.org/abs/2609.13814).
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- <p align="center"><img src="assets/paper-understanding.svg" width="100%" alt="Radar charts comparing video understanding for Omni and audio understanding for Audio" /><br /><sub>Figure 1. Video and audio understanding results from the <a href="https://arxiv.org/html/2609.13814v1#S0.F1">paper</a>.</sub></p>
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- <p align="center"><img src="assets/paper-duplex.svg" width="100%" alt="Full-duplex benchmark comparisons for interruption handling and continuation under different types of overlapping speech" /><br /><sub>Figure 2. Full-duplex interaction results from the <a href="https://arxiv.org/html/2609.13814v1#S0.F2">paper</a>.</sub></p>
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  ## 5. 🗂️ Repository Layout
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  <a href="https://realtime-venus.github.io/"><img src="https://img.shields.io/badge/Project_Page-4c9aff.svg?logo=googlechrome&logoColor=white" alt="Project Page"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/Hugging_Face-Realtime--Venus-FFD21E.svg?logo=huggingface&logoColor=000" alt="Realtime-Venus on Hugging Face"></a>
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  <a href="https://www.modelscope.cn/models/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/ModelScope-Realtime--Venus-624AFF.svg?logo=modelscope&logoColor=white" alt="Realtime-Venus on ModelScope"></a>
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+ <a href="https://arxiv.org/pdf/2609.13814"><img src="https://img.shields.io/badge/arXiv-2609.13814-b31b1b.svg?logo=arxiv&logoColor=white" alt="arXiv"></a>
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  <a href="https://github.com/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/GitHub-Realtime--Venus-181717.svg?logo=github&logoColor=white" alt="GitHub"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-0b7285.svg?logo=apache&logoColor=white" alt="Apache License 2.0"></a>
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  </p>
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  <p align="center">
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+ <a href="https://arxiv.org/pdf/2609.13814">
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  <img src="https://arxiv.org/html/2609.13814v1/case.png" alt="Example proactive, delegated, and full-duplex interactions with Realtime-Venus" width="100%">
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  </a>
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  </p>
 
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  ## 4. 📊 Evaluation
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  All values are reported in the
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+ [Realtime-Venus technical report](https://arxiv.org/pdf/2609.13814).
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+ <p align="center"><img src="assets/paper-understanding.svg" width="100%" alt="Radar charts comparing video understanding for Omni and audio understanding for Audio" /><br /><sub>Figure 1. Video and audio understanding results from the <a href="https://arxiv.org/pdf/2609.13814">paper</a>.</sub></p>
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+ <p align="center"><img src="assets/paper-duplex.svg" width="100%" alt="Full-duplex benchmark comparisons for interruption handling and continuation under different types of overlapping speech" /><br /><sub>Figure 2. Full-duplex interaction results from the <a href="https://arxiv.org/pdf/2609.13814">paper</a>.</sub></p>
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  ## 5. 🗂️ Repository Layout
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README_zh.md CHANGED
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  <a href="https://realtime-venus.github.io/"><img src="https://img.shields.io/badge/Project_Page-4c9aff.svg?logo=googlechrome&logoColor=white" alt="项目主页"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/Hugging_Face-Realtime--Venus-FFD21E.svg?logo=huggingface&logoColor=000" alt="Hugging Face 上的 Realtime-Venus"></a>
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  <a href="https://www.modelscope.cn/models/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/ModelScope-Realtime--Venus-624AFF.svg?logo=modelscope&logoColor=white" alt="ModelScope 上的 Realtime-Venus"></a>
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- <a href="https://arxiv.org/abs/2609.13814"><img src="https://img.shields.io/badge/arXiv-2609.13814-b31b1b.svg?logo=arxiv&logoColor=white" alt="arXiv 论文"></a>
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  <a href="https://github.com/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/GitHub-Realtime--Venus-181717.svg?logo=github&logoColor=white" alt="GitHub 代码仓库"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-0b7285.svg?logo=apache&logoColor=white" alt="Apache License 2.0"></a>
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  </p>
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  <p align="center">
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- <a href="https://arxiv.org/abs/2609.13814">
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  <img src="https://arxiv.org/html/2609.13814v1/case.png" alt="Realtime-Venus 的主动交互、异步任务委派与全双工交互示例" width="100%">
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  </a>
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  </p>
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  ## 4. 📊 评测
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- 以下结果均引自 [Realtime-Venus 技术报告](https://arxiv.org/abs/2609.13814)。
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- <p align="center"><img src="assets/paper-understanding.svg" width="100%" alt="比较 Omni 视频理解能力与 Audio 音频理解能力的雷达图" /><br /><sub>图 1. <a href="https://arxiv.org/html/2609.13814v1#S0.F1">论文</a>中的视频和音频理解评测结果。</sub></p>
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- <p align="center"><img src="assets/paper-duplex.svg" width="100%" alt="不同语音重叠场景下打断处理与继续发言能力的全双工基准对比" /><br /><sub>图 2. <a href="https://arxiv.org/html/2609.13814v1#S0.F2">论文</a>中的全双工交互评测结果。</sub></p>
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  ## 5. 🗂️ 仓库结构
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  <a href="https://realtime-venus.github.io/"><img src="https://img.shields.io/badge/Project_Page-4c9aff.svg?logo=googlechrome&logoColor=white" alt="项目主页"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/Hugging_Face-Realtime--Venus-FFD21E.svg?logo=huggingface&logoColor=000" alt="Hugging Face 上的 Realtime-Venus"></a>
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  <a href="https://www.modelscope.cn/models/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/ModelScope-Realtime--Venus-624AFF.svg?logo=modelscope&logoColor=white" alt="ModelScope 上的 Realtime-Venus"></a>
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+ <a href="https://arxiv.org/pdf/2609.13814"><img src="https://img.shields.io/badge/arXiv-2609.13814-b31b1b.svg?logo=arxiv&logoColor=white" alt="arXiv 论文"></a>
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  <a href="https://github.com/inclusionAI/Realtime-Venus"><img src="https://img.shields.io/badge/GitHub-Realtime--Venus-181717.svg?logo=github&logoColor=white" alt="GitHub 代码仓库"></a>
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  <a href="https://huggingface.co/inclusionAI/Realtime-Venus/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-0b7285.svg?logo=apache&logoColor=white" alt="Apache License 2.0"></a>
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  </p>
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  <p align="center">
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+ <a href="https://arxiv.org/pdf/2609.13814">
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  <img src="https://arxiv.org/html/2609.13814v1/case.png" alt="Realtime-Venus 的主动交互、异步任务委派与全双工交互示例" width="100%">
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  </a>
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  </p>
 
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  ## 4. 📊 评测
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+ 以下结果均引自 [Realtime-Venus 技术报告](https://arxiv.org/pdf/2609.13814)。
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+ <p align="center"><img src="assets/paper-understanding.svg" width="100%" alt="比较 Omni 视频理解能力与 Audio 音频理解能力的雷达图" /><br /><sub>图 1. <a href="https://arxiv.org/pdf/2609.13814">论文</a>中的视频和音频理解评测结果。</sub></p>
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+ <p align="center"><img src="assets/paper-duplex.svg" width="100%" alt="不同语音重叠场景下打断处理与继续发言能力的全双工基准对比" /><br /><sub>图 2. <a href="https://arxiv.org/pdf/2609.13814">论文</a>中的全双工交互评测结果。</sub></p>
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  ## 5. 🗂️ 仓库结构
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