Update README.md

README.md

@@ -20,17 +20,16 @@ tags:
 
 # *SeaLLMs-v3* - Large Language Models for Southeast Asia
 
-
 <p align="center">
 <a href="https://damo-nlp-sg.github.io/SeaLLMs/" target="_blank" rel="noopener">Website</a>
 &nbsp;&nbsp;
-<a href="https://huggingface.co/SeaLLMs/SeaLLMs-v3-1.5B-Chat" target="_blank" rel="noopener"> 🤗 Tech Memo</a>
+<a href="https://huggingface.co/SeaLLMs/SeaLLMs-v3-1.5B" target="_blank" rel="noopener">Model</a>
 &nbsp;&nbsp;
 <a href="https://huggingface.co/spaces/SeaLLMs/SeaLLM-Chat" target="_blank" rel="noopener"> 🤗 DEMO</a>
 &nbsp;&nbsp;
 <a href="https://github.com/DAMO-NLP-SG/SeaLLMs" target="_blank" rel="noopener">Github</a>
 &nbsp;&nbsp;
-<a href="https://arxiv.org/pdf/2407.19672" target="_blank" rel="noopener">Technical Report</a>
+<a href="https://arxiv.org/pdf/2407.19672" target="_blank" rel="noopener">[NEW] Technical Report</a>
 </p>
 
 
@@ -47,8 +46,7 @@ We introduce **SeaLLMs-v3**, the latest series of the SeaLLMs (Large Language Mo
 SeaLLMs is tailored for handling a wide range of languages spoken in the SEA region, including English, Chinese, Indonesian, Vietnamese, Thai, Tagalog, Malay, Burmese, Khmer, Lao, Tamil, and Javanese.
 
 This page introduces the **SeaLLMs-v3-1.5B** model, which can be easily fine-tuned for your specific downstream tasks, especially in SEA languages.
-
-You may also refer to the [SeaLLMs-v3-7B](https://huggingface.co/SeaLLMs/SeaLLMs-v3-7B) model for enhanced performance, although it requires higher computational resources.
+Note that this is a base model, if you are looking for a model that can be directly applicable to your downstream applications, you may want to check the chat version model: **[SeaLLMs-v3-1.5B-Chat](https://huggingface.co/SeaLLMs/SeaLLMs-v3-1.5B-Chat)**.
 
 
 ## Evaluation
@@ -95,8 +93,9 @@ If you find our project useful, we hope you would kindly star our repo and cite
   author = {Wenxuan Zhang*, Hou Pong Chan*, Yiran Zhao*, Mahani Aljunied*,
             Jianyu Wang*, Chaoqun Liu, Yue Deng, Zhiqiang Hu, Weiwen Xu,
             Yew Ken Chia, Xin Li, Lidong Bing},
-  title = {SeaLLMs - Large Language Models for Southeast Asia},
+  title = {SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages},
   year = {2024},
+  url = {https://arxiv.org/abs/2407.19672}
 }
 ```