Added descriptions

app.py

@@ -50,14 +50,13 @@ This space demonstrates the ML-SIM method for reconstruction of structured illum
 _Charles N. Christensen<sup>1,2,*</sup>, Edward N. Ward<sup>1</sup>, Meng Lu<sup>1</sup>, Pietro Lio<sup>2</sup>, Clemens F. Kaminski_</br></br>
 <sup>1</sup>University of Cambridge, Department of Chemical Engineering and Biotechnology, Laser Analytics Group</br>
 <sup>2</sup>University of Cambridge, Department of Computer Science and Technology, Artificial Intelligence Group</br>
-<sup> *</sup>**Author of this repository**:
 - GitHub: [charlesnchr](http://github.com/charlesnchr)
 - Email: [email protected]
-- Twitter: [charlesnchr](https://twitter.com/charlesnchr)
-
+- Publication: <a href='https://opg.optica.org/boe/viewmedia.cfm?uri=boe-12-5-2720&html=true'
+target='_blank'>Journal</a>, <a href='https://arxiv.org/abs/2003.11064' target='_blank'>Preprint</a>
 ---
 
-## 🔬 To ru ML-SIM
+## 🔬 To run ML-SIM
 Upload a TIFF image and hit submit or select one from the examples below.
 """
 
@@ -68,7 +67,7 @@ article = """
 - <a href='https://ML-SIM.com' target='_blank'>ML-SIM.com</a>
 - <a href='https://charles-christensen.com' target='_blank'>Website</a>
 - <a href='https://github.com/charlesnchr/ML-SIM' target='_blank'>Github</a>
-- <a href='https://opg.optica.org/boe/viewmedia.cfm?uri=boe-12-5-2720&html=true' target='_blank'>Publication</a>
+- <a href='https://twitter.com/charlesnchr' target='_blank'>Twitter</a>
 """
 
 # inputs = gr.inputs.Image(label="Upload a TIFF image", type = 'pil', optional=False)