update model

README.md

@@ -16,8 +16,6 @@ pipeline_tag: text-generation
 
 # 🗣️ ssml-text2breaks-fr-lora
 
-# 🇫🇷 ssml-text2breaks-fr-lora — Symbolic Pause Prediction for French TTS
-
 **ssml-text2breaks-fr-lora** is a LoRA adapter built on top of `Qwen/Qwen2.5-7B`, trained to predict **symbolic pause markers** (e.g., `#250`, `#500`) in raw French text. These symbolic tags indicate appropriate prosodic boundaries for speech synthesis systems.
 
 This model is the **first stage** in the cascaded pipeline presented in:
@@ -111,6 +109,18 @@ print(ssml_output)
 - **Batch Size**: 1 (with gradient accumulation)
 - **Learning Rate**: 3e-4
 
+
+## Citation
+If you use this model in your research, please cite:
+```text
+@misc{ould-ouali2025improving,
+  title={Improving Synthetic Speech Quality via SSML Prosody Control},
+  author={Ould-Ouali, Nassima and Sani, Awais and Horstmann, Tim Luka and Dauvet, Jonah and Bueno, Ruben and Moulines, Eric},
+  year={2025}
+}
+```
+
+
 ## License
 
 This model is released under the Apache 2.0 license, same as the base Qwen2.5-7B model.