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@@ -77,4 +77,40 @@ Evaluated on `seed-tts-eval`. **GLM-TTS_RL** achieves the lowest Character Error
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  ```bash
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  git clone [https://github.com/zai-org/GLM-TTS.git](https://github.com/zai-org/GLM-TTS.git)
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  cd GLM-TTS
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- pip install -r requirements.txt
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```bash
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  git clone [https://github.com/zai-org/GLM-TTS.git](https://github.com/zai-org/GLM-TTS.git)
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  cd GLM-TTS
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+ pip install -r requirements.txt
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+ ```
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+
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+ #### Command Line Inference
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+
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+ ```bash
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+ python glmtts_inference.py \
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+ --data=example_zh \
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+ --exp_name=_test \
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+ --use_cache \
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+ # --phoneme # Add this flag to enable phoneme capabilities.
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+ ```
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+
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+ #### Using Pre-trained Script
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+
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+ ```bash
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+ bash glmtts_inference.sh
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+ ```
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+
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+ ## 🙏 Acknowledgments & Citation
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+
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+ We thank the following open-source projects for their support:
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+
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+ - [CosyVoice](https://github.com/FunAudioLLM/CosyVoice) - Providing frontend processing framework and high-quality vocoder
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+ - [Llama](https://github.com/meta-llama/llama) - Providing basic language model architecture
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+ - [Vocos](https://github.com/charactr-platform/vocos) - Providing high-quality vocoder
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+ - [GRPO-Zero](https://github.com/policy-gradient/GRPO-Zero) - Reinforcement learning algorithm implementation inspiration
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+
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+ If you use GLM-TTS in your research, please cite:
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+
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+ ```bibtex
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+ @misc{glmtts2025,
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+ title={GLM-TTS: Controllable & Emotion-Expressive Zero-shot TTS with Multi-Reward Reinforcement Learning},
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+ author={CogAudio Group Members},
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+ year={2025},
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+ publisher={Zhipu AI Inc}
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+ }