Update model card

README.md

@@ -3,7 +3,7 @@ language: en
 license: apache-2.0
 ---
 
-# SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models
+# SQFT Fine-tuned Model: sqft-phi-3-mini-4k-50-gptq-math-heu-adapter
 
 - Base Model: [IntelLabs/sqft-phi-3-mini-4k-50-base-gptq](https://huggingface.co/IntelLabs/sqft-phi-3-mini-4k-50-base-gptq)
 - Sparsity: 50%
@@ -17,11 +17,30 @@ license: apache-2.0
 ```bash
 git clone https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning.git haaml && cd haaml/SQFT
 
-BASE_MODEL_PATH=IntelLabs/sqft-phi-3-mini-4k-50-base-gptq
-ADAPTER_MODEL_PATH=IntelLabs/sqft-phi-3-mini-4k-50-gptq-math-heu-adapter
+BASE_MODEL_NAME=IntelLabs/sqft-phi-3-mini-4k-50-base-gptq
+ADAPTER_MODEL_NAME=IntelLabs/sqft-phi-3-mini-4k-50-gptq-math-heu-adapter
 OUTPUT_DIR=./results
-python eval/evaluate_math.py --base_model_path ${BASE_MODEL_PATH} --adapter_model_path ${ADAPTER_MODEL_PATH} --output_dir ${OUTPUT_DIR}
+python eval/evaluate_math.py --base_model_path ${BASE_MODEL_NAME} --adapter_model_path ${ADAPTER_MODEL_NAME} --output_dir ${OUTPUT_DIR}
 ```
 
 Refer to our [repo](https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT) for the environment information to run this command.
 
+## Model Sources
+
+- **Repository:** [https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT](https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT)
+- **Paper:** [SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models]()
+
+## Citation
+
+```bash
+@article{munoz2024sqft,
+ title = {SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models},
+ author={J. Pablo Munoz and Jinjie Yuan and Nilesh Jain},
+ journal={},
+ year={2024}
+}
+```
+
+## License
+
+Apache-2.0