Update README.md

README.md

@@ -13,19 +13,18 @@ license: mit
 **MANTIS** is an open-source python package with a pre-trained time series classification foundation model implemented by Huawei Noah's Ark Lab.
 
 This is a repository the model checkpoint. Please refer to the [GitHub](https://github.com/vfeofanov/mantis/tree/main) repository of the package and 
-the technical report on arxiv for more details.
+the technical report on [arXiv](https://arxiv.org/abs/2502.15637) for more details.
 
 ## Installation
 
 ### Pip installation 
 
-> [!WARNING]
-> The package will be released to PyPI very soon. Meanwhile, please use editable mode intallation given below.
-> 
+It can be installed via `pip` by running:
 
 ```
-pip install mantis
+pip install mantis-tsfm
 ```
+The requirements can be verified at [`pyproject.toml`](https://github.com/vfeofanov/mantis/blob/main/pyproject.toml)
 
 ### Editable mode using Poetry