--- a/README.md
+++ b/README.md
@@ -1,62 +1,62 @@
-# Merlin: Vision Language Foundation Model for 3D Computed Tomography
-
-[](https://arxiv.org/abs/2406.06512) [](https://huggingface.co/stanfordmimi/Merlin) [](https://pypi.org/project/merlin-vlm/) [](https://youtu.be/XWmCkbpXOUw?si=6GggZgj9U4kbLAKx) 
-
-*Merlin is a 3D VLM for computed tomography that leverages both structured electronic health records (EHR) and unstructured radiology reports for pretraining.*
-
-
-
-## ⚡️ Installation
-
-To install Merlin (Python 3.9 required), you can simply run:
-
-```python
-pip install merlin-vlm
-```
-
-For an editable installation, use the following commands to clone and install this repository.
-
-```python
-conda create -name merlin python==3.9.0 # python == 3.9
-conda activate merlin
-
-git clone https://github.com/StanfordMIMI/Merlin.git
-cd merlin
-pip install -e .
-```
-
-## 🚀 Inference with Merlin
-
-To create a Merlin model with both image and text embeddings enabled, use the following:
-
-```python
-from merlin import Merlin
-
-model = Merlin()
-```
-
-To initialize the model with **only image embeddings** active, use:
-
-```python
-from merlin import Merlin
-
-model = Merlin(ImageEmbedding=True)
-```
-
-#### For inference on a demo CT scan, please check out the [demo](documentation/demo.py)
-
-#### For additional information, please read the [documentation](documentation/inference.md).
-
-## 📎 Citation
-
-If you find this repository useful for your work, please cite the cite the [original paper](https://arxiv.org/abs/2406.06512):
-
-```bibtex
-@article{blankemeier2024merlin,
- title={Merlin: A vision language foundation model for 3d computed tomography},
- author={Blankemeier, Louis and Cohen, Joseph Paul and Kumar, Ashwin and Van Veen, Dave and Gardezi, Syed Jamal Safdar and Paschali, Magdalini and Chen, Zhihong and Delbrouck, Jean-Benoit and Reis, Eduardo and Truyts, Cesar and others},
- journal={Research Square},
- pages={rs--3},
- year={2024}
-}
-```
+# Merlin: Vision Language Foundation Model for 3D Computed Tomography
+
+[](https://arxiv.org/abs/2406.06512) [](https://huggingface.co/stanfordmimi/Merlin) [](https://pypi.org/project/merlin-vlm/) [](https://youtu.be/XWmCkbpXOUw?si=6GggZgj9U4kbLAKx) 
+
+*Merlin is a 3D VLM for computed tomography that leverages both structured electronic health records (EHR) and unstructured radiology reports for pretraining.*
+
+
+
+## ⚡️ Installation
+
+To install Merlin (Python 3.9 required), you can simply run:
+
+```python
+pip install merlin-vlm
+```
+
+For an editable installation, use the following commands to clone and install this repository.
+
+```python
+conda create -name merlin python==3.9.0 # python == 3.9
+conda activate merlin
+
+git clone https://github.com/StanfordMIMI/Merlin.git
+cd merlin
+pip install -e .
+```
+
+## 🚀 Inference with Merlin
+
+To create a Merlin model with both image and text embeddings enabled, use the following:
+
+```python
+from merlin import Merlin
+
+model = Merlin()
+```
+
+To initialize the model with **only image embeddings** active, use:
+
+```python
+from merlin import Merlin
+
+model = Merlin(ImageEmbedding=True)
+```
+
+#### For inference on a demo CT scan, please check out the [demo](documentation/demo.py)
+
+#### For additional information, please read the [documentation](documentation/inference.md).
+
+## 📎 Citation
+
+If you find this repository useful for your work, please cite the cite the [original paper](https://arxiv.org/abs/2406.06512):
+
+```bibtex
+@article{blankemeier2024merlin,
+ title={Merlin: A vision language foundation model for 3d computed tomography},
+ author={Blankemeier, Louis and Cohen, Joseph Paul and Kumar, Ashwin and Van Veen, Dave and Gardezi, Syed Jamal Safdar and Paschali, Magdalini and Chen, Zhihong and Delbrouck, Jean-Benoit and Reis, Eduardo and Truyts, Cesar and others},
+ journal={Research Square},
+ pages={rs--3},
+ year={2024}
+}
+```
Datasets
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