Update README.md

README.md

@@ -9,7 +9,7 @@ license: gpl-3.0
 
 Welcome to the inaugural release of the Tamil LLaMA 13B base model – an important step in advancing LLMs for the Tamil language. This model is ready for immediate inference and is also primed for further fine-tuning to cater to your specific NLP tasks.
 
-To dive deep into the development and capabilities of this model, please read the [research paper](https://arxiv.org/abs/) and the [introductory blog post](https://intro.com) that outlines our journey and the model's potential impact.
+To dive deep into the development and capabilities of this model, please read the [research paper](https://arxiv.org/abs/2311.05845) and the [introductory blog post (WIP)]() that outlines our journey and the model's potential impact.
 
 > **Please Note:** This model, labeled as a foundational Tamil Language Model (LLM), is designed primarily for Causal Language Modeling (LM) purposes. In other words, if you are looking for an instruction following model in Tamil, you may find [abhinand/tamil-llama-13b-instruct-v0.1](https://huggingface.co/abhinand/tamil-llama-13b-instruct-v0.1) more suitable for your needs.
 
@@ -22,6 +22,7 @@ The Tamil LLaMA models have been enhanced and tailored specifically with an exte
 - **License:** GNU General Public License v3.0
 - **Source Model:** [meta-llama/Llama-2-13b-hf](https://huggingface.co/meta-llama/Llama-2-13b-hf)
 - **Training Precision:** `float16`
+- **Code:** [GitHub](https://github.com/abhinand5/tamil-llama)
 
 ## Related Models
 
@@ -39,7 +40,17 @@ Get to know the creators behind this innovative model and follow their contribut
 
 ## Citation
 
-*Citation info will be added here once the paper is published*
-
+If you use this model or any of the the Tamil-Llama datasets in your research, please cite:
+
+```bibtex
+@misc{balachandran2023tamilllama,
+      title={Tamil-Llama: A New Tamil Language Model Based on Llama 2}, 
+      author={Abhinand Balachandran},
+      year={2023},
+      eprint={2311.05845},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```
 
 We hope this model serves as a valuable tool in your NLP toolkit and look forward to seeing the advancements it will enable in the understanding and generation of the Tamil language.