More readme fixes

README.md

@@ -1,5 +1,4 @@
 # Trove 
---
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@@ -9,7 +8,7 @@ Trove is a framework for training weakly supervised (bio)medical named entity re
 We combine a range of supervision signal common medical ontologies such as the Unified Medical Language System (UMLS), clinical text heuristics, and other noisy labeling sources for use with weak supervision frameworks such as [Snorkel](https://github.com/snorkel-team/snorkel). 
 
 
-Technical details are available in our [manuscript] (https://arxiv.org/abs/2008.01972).
+Technical details are available in our [manuscript](https://arxiv.org/abs/2008.01972).
 
 
 ## Installation

applications/README.md

@@ -1,7 +1,7 @@
-#Applications
+# Applications
 
 
-###NOTE: These are currently being refactored.
+### NOTE: These are currently being refactored.
 
 Labeling functions for various weakly supervised biomedical classification tasks