Updating markdown and adding picture

app.py

@@ -30,8 +30,12 @@ with gr.Blocks() as demo:
     "you probably wont be doing these in 20 years". A few of us being middle schoolers would love to contradict this. 
     Unfortunately he passed away in 2015, so I thought this would be a nice tribute.
     
+    ![Bro Hill](media/bro_hill.jpg)
+    
     # Instructions
-    1. Choose a model, the `ptb.biaffine.dep.roberta` is slower but marginally better
+    1. Choose a model
+        -`ptb.biaffine.dep.roberta` is slower but marginally better
+        -`ptb.biaffine.dep.lstm.char` is faster but marginally worse
     2. Write your sentence
     3. Click Run!
     """)
@@ -44,8 +48,11 @@ with gr.Blocks() as demo:
     # Information
     This doesnt look like the sentences we used to do!
     
-    There are some slight differences in both presentation and linquistic analysis as shown 
-    [here](https://en.wikipedia.org/wiki/Sentence_diagram), but they are similar enough for me not to mind too much. 
+    There are some slight differences between 
+    [Reed-Kellogg](https://blog.ung.edu/press/classroom-grammar-an-introduction-to-the-reed-kellogg-system/)
+    and [Dependency Parsing](https://en.wikipedia.org/wiki/Dependency_grammar)
+    in both presentation and linquistic analysis as shown [here](https://en.wikipedia.org/wiki/Sentence_diagram),
+     but they are similar enough for me not to mind too much. 
     
     How did you do this?
     
@@ -56,6 +63,8 @@ with gr.Blocks() as demo:
     Dependency Parsing was a popular task in NLP to feed to models to improve performance, but in the age of the 
     [transformer](https://arxiv.org/abs/1706.03762) it's rarelu used in anymore.
     
+    Then I deployed this in a [Gradio App](https://gradio.app) on a [Hugging Face Space](https://huggingface.co/spaces).
+    
     # To Brother Hlll
     Thanks for being a great teacher. As an adult I appreciate that you dont get to witness a lot of the fruits of your 
     investment in us as we were just middle schoolers, yet you invested nonetheless. I have a lot of fond memories of