Update README.md

README.md

@@ -14,7 +14,6 @@ pipeline_tag: other
 tags:
 - chemistry
 - biology
-- foundation-model
 - generative-model
 - predictive-model
 - representation-learning
@@ -37,7 +36,7 @@ tags:
 
 </div>
 
-This repository contains the model weights for **Zatom-1**, the first end-to-end foundation model that unifies generative and predictive learning of 3D molecules and materials. Introduced in [Zatom-1: A Multimodal Flow Foundation Model for 3D Molecules and Materials](https://huggingface.co/papers/2602.22251), Zatom-1 is a Transformer trained with a multimodal flow matching objective that jointly models discrete atom types and continuous 3D geometries.
+This repository contains the model weights for **Zatom-1**, a general-purpose model that unifies generative modeling and representation learning of 3D molecules and materials. Introduced in [Zatom-1: Towards a Multimodal Foundation Model for 3D Molecules and Materials](https://huggingface.co/papers/2602.22251), Zatom-1 is a Transformer trained with a multimodal flow matching objective that jointly models discrete atom types and continuous 3D geometries.
 
 ## GitHub repository
 
@@ -100,8 +99,9 @@ If you use the code or data associated with this package or otherwise find this
 
 ```bibtex
 @article{zatom_1_2026,
-    title={Zatom-1: A Multimodal Flow Foundation Model for 3D Molecules and Materials},
+    title={Zatom-1: Towards a Multimodal Foundation Model for 3D Molecules and Materials},
     author={Alex Morehead* and Miruna Cretu* and Antonia Panescu* and Rishabh Anand* and Maurice Weiler* and Tynan Perez* and Samuel Blau and Steven Farrell and Wahid Bhimji and Anubhav Jain and Hrushikesh Sahasrabuddhe and Pietro Liò and Tommi Jaakkola and Rafael Gómez-Bombarelli and Rex Ying* and Ben Erichson* and Michael Mahoney*},
+    journal={arXiv},
     year={2026},
     eprint={2602.22251},
     archivePrefix={arXiv},