Update README.md

README.md

@@ -1,7 +1,15 @@
-Chat-TS Model Trained off of LLama3.1-7B backbone
+Chat-TS Model Trained off of LLama3.1-7B backbone.
+
+This model discretely tokenizes time-series and uses an expanded vocabulary to model time-series representations.
+Due to these modifications it should be compatible with most modern inferance frameworks as you can simply pass the multi-modal token stream directly to the model (eg. VLLM)
+
+This model was trained for text generation tasks, however this framework is extensible to time-series generation aswell.
+
+For more information please see the paper below.
 
 If you use this work please cite:
 
+```bash
 @misc{quinlan2025chattsenhancingmultimodalreasoning,
       title={Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data}, 
       author={Paul Quinlan and Qingguo Li and Xiaodan Zhu},
@@ -10,4 +18,5 @@ If you use this work please cite:
       archivePrefix={arXiv},
       primaryClass={cs.AI},
       url={https://arxiv.org/abs/2503.10883}, 
-}
+}
+```