cleanup

.gitignore

@@ -0,0 +1 @@
+.idea

.idea/.gitignore

@@ -1,10 +0,0 @@
-# Default ignored files
-/shelf/
-/workspace.xml
-# Editor-based HTTP Client requests
-/httpRequests/
-# Datasource local storage ignored files
-/dataSources/
-/dataSources.local.xml
-
-.idea

readme.md → README.md

@@ -1,6 +1,7 @@
 # Material SciBERT (TPU)
 
 Goal: Improving language understanding in materials science
+
 **Work in progress**
 
 ## Related work
@@ -18,7 +19,6 @@ Goal: Improving language understanding in materials science
 - MatBERT (CEDER): BERT, from scratch, 2M documents on materials science  (~60M paragraphs) https://github.com/lbnlp/MatBERT
 - BatteryBERT (Cole): BERT, mixed from scratch and with predefined weights https://github.com/ShuHuang/batterybert/
 
-
 ### Results 
 
 Results obtained via 10-fold cross-validation, using DeLFT (https://github.com/kermitt2/delft)
@@ -43,9 +43,12 @@ Results obtained via 10-fold cross-validation, using DeLFT (https://github.com/k
 | MatBERT (Ceder)      | 85.08%    | 89.93%  | 87.44%   |
 | BatteryScibert-cased | 85.02%    | 89.30%  | 87.11%   |
 | BatteryScibert-cased | 81.09%    | 84.14%  | 82.59%   |
-
+   
 
 ## References
 
 This work was supported by Google, through the researchers program https://cloud.google.com/edu/researchers 
 
+## Acknowledgements
+
+TBA