update

README.md

@@ -12,9 +12,21 @@ short_description: Streamlit template space
 license: mit
 ---
 
-# Welcome to Streamlit!
+Demo for Number Token Loss (ICML 2025)
 
-Edit `/src/streamlit_app.py` to customize this app to your heart's desire. :heart:
+See full paper at: https://arxiv.org/abs/2411.02083 
+See project landing page at: https://ibm.biz/ntl-main
 
-If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
-forums](https://discuss.streamlit.io).
+```bibtex
+@inproceedings{zausinger2025regress,
+  title   = {Regress, Don't Guess – A Regression-like Loss on Number Tokens for Language Models},
+  author  = {Jonas Zausinger and Lars Pennig and Anamarija Kozina and Sean Sdahl
+             and Julian Sikora and Adrian Dendorfer and Timofey Kuznetsov
+             and Mohamad Hagog and Nina Wiedemann and Kacper Chlodny
+             and Vincent Limbach and Anna Ketteler and Thorben Prein
+             and Vishwa Mohan Singh and Michael Danziger and Jannis Born},
+  booktitle = {Proc. of the 42nd International Conference on Machine Learning (ICML)},
+  year    = {2025},
+  url     = {https://ibm.biz/ntl-main}
+}
+```