Update README.md

README.md

@@ -21,12 +21,13 @@ base_model:
 
 CALM-8B is trained on a **multi-task dataset** covering dialogue state tracking, function calling, and multi-turn reasoning. The model outperforms top proprietary and domain-specific models, including **GPT-4o**, on key evaluation benchmarks: **MultiWOZ 2.4 (TOD), BFCL V3 (LA), and API-Bank (LA).**
 
-## Model Sources [TODO]
+## Model Sources
 
 <!-- Provide the basic links for the model. -->
 
-- **Paper [optional]:** [More Information Needed]
-- **Repository:** [More Information Needed]
+- 📝 **Paper:** https://arxiv.org/abs/2502.08820
+- 💻 **Repository:** https://github.com/oumi-ai/oumi/tree/main/configs/projects/calm
+- 💎 **Dataset:** https://huggingface.co/datasets/uiuc-convai/CALM-IT
 
 
 
@@ -35,7 +36,7 @@ CALM-8B is trained on a **multi-task dataset** covering dialogue state tracking,
 
 - **Model Name:** CALM-8B  
 - **Developed by:** Colloboration of UIUC Conversational AI LAB and Oumi 
-- **License:** Apache 2.0  
+- **License:** cc-by-nc-4.0  
 - **Architecture:** Fine-tuned **Llama 3.1 8B Instruct**  
 - **Training Data:** CALM-IT dataset
 - **Fine-tuning Framework:** [Oumi](https://github.com/oumi-ai/oumi)
@@ -117,13 +118,16 @@ This model is licensed under [Creative Commons NonCommercial (CC BY-NC 4.0)](htt
 ## Citation
 If you use **CALM-8B** in your research, please cite:
 ```
-@article{yourpaper2024,
-  title={CALM: Conversational Agentic Language Model},
-  author={Your Name and Collaborators},
-  journal={Your Conference/Journal},
-  year={2025}
+@misc{acikgoz2025singlemodelmastermultiturn,
+      title={Can a Single Model Master Both Multi-turn Conversations and Tool Use? CALM: A Unified Conversational Agentic Language Model}, 
+      author={Emre Can Acikgoz and Jeremiah Greer and Akul Datta and Ze Yang and William Zeng and Oussama Elachqar and Emmanouil Koukoumidis and Dilek Hakkani-Tür and Gokhan Tur},
+      year={2025},
+      eprint={2502.08820},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2502.08820}, 
 }
 ```
 
-For more details, visit [Project Repository](https://github.com/your-repo) or contact **[email protected]**.
+For more details, visit [Project Repository](https://github.com/oumi-ai/oumi/tree/main/configs/projects/calm) or contact **[email protected]**.