Update README.md

README.md

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 # StresSLM
 
+**StresSLM** is an audio-text-to-text model fine-tuned with LoRA adapters on top of the [`Qwen/Qwen2-Audio-7B-Instruct`](https://huggingface.co/Qwen/Qwen2-Audio-7B-Instruct) base model. It is designed to tackle **Sentence Stress Detection (SSD)** and **Sentence Stress Reasoning (SSR)** tasks on the StressTest benchmark.
+StresSLM predicts **stress patterns** and **reasoning** based on spoken audio. 
+For more information, see our paper and code:
 
-## How to use
+📃 [StressTest Paper](https://arxiv.org/abs/2505.22765) | 💻 [Code](https://github.com/slp-rl/StressTest) | 🤗 [StressTest Dataset](https://huggingface.co/datasets/slprl/StressTest)
 
+---
+
+## 🎯 Model Overview
+
+
+
+---
+
+## 🔧 Usage
+
+This model can be loaded using the HuggingFace Transformers library:
+
+```python
+from transformers import AutoProcessor, Qwen2AudioForConditionalGeneration
+from peft import PeftModel, PeftConfig
+
+# Load processor
+processor = AutoProcessor.from_pretrained("Qwen/Qwen2-Audio-7B-Instruct")
+
+# Load LoRA config and base model
+peft_config = PeftConfig.from_pretrained("slprl/StresSLM")
+base_model = Qwen2AudioForConditionalGeneration.from_pretrained(peft_config.base_model_name_or_path)
+
+# Load LoRA adapter
+model = PeftModel.from_pretrained(base_model, "slprl/StresSLM")
+```
+
+---
+
+## Tasks
+
+* **Sentence Stress Detection (SSD)**: Identify stressed words in an utterance.
+* **Sentence Stress Reasoning (SSR)**: Reason about the speaker’s intention using stress patterns.
+
+For evaluation scripts and benchmarks, refer to the [StressTest GitHub repository](https://github.com/slp-rl/StressTest).
+
+---
+
+## 📖 Citation
+
+If you use this model, please cite:
 
-## Citation
+```bibtex
+@misc{yosha2025stresstest,
+      title={StressTest: Can YOUR Speech LM Handle the Stress?},
+      author={Iddo Yosha and Gallil Maimon and Yossi Adi},
+      year={2025},
+      eprint={2505.22765},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2505.22765},
+}
+```