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README.md

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 **Work in progress**
 
 ## Introduction 
-SciBERT-based model pre-trained with materials science scientific fulltexts
+SciBERT-based model pre-trained with materials science scientific fulltext
+
+## Authors
+Luca Foppiano
+Pedro Ortiz Suarez
 
 ## TLDR
 - Collected full-text from ~700000 articles provided by the National Institute for Materials Science (NIMS) TDM platform (https://dice.nims.go.jp/services/TDM-PF/en/), dataset called ScienceCorpus (SciCorpus)
@@ -16,13 +20,11 @@ SciBERT-based model pre-trained with materials science scientific fulltexts
 
 ## Related work
 
-### BERT Implementations 
-- 
+### BERT Implementations
 - BERT (the original) https://arxiv.org/abs/1810.04805
 - RoBERTa (Re-implementation by Facebook) https://arxiv.org/abs/1907.11692
 
 ### Relevant models
-
 - SciBERT: BERT, from scratch, scientific articles (biology + CS) https://github.com/allenai/scibert
 - MatSciBERT (Gupta): RoBERTa, from scratch, SciBERT vocab and weights, ~150 K paper limited to 4 MS families http://github.com/m3rg-iitd/matscibert
 - MaterialBERT: Not yet published