Update README.md

README.md

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 New: Add entity type information 
 
-===== INTRODUCTION =====
+# ===== INTRODUCTION =====
 
 Description-Embodied Knowledge Representation Learning (DKRL)
 
 Representation Learning of Knowledge Graphs with Entity Descriptions (AAAI'16)
 
 Ruobing Xie
 
-===== COMPILE =====
+# ===== COMPILE =====
 
 Just type make in the folder ./
 
-===== NOTE =====
+# ===== NOTE =====
 
 Pre-trained embeddings for entity/relation/word are optional.
 We update both Structure-based Representations and Description-based Representations in this version. We can also fix Structure-based Representations pre-trained by other models and only update Description-based Representations.
 
-===== DATA =====
+# ===== DATA =====
 
 FB15k is published by the author of the paper "Translating Embeddings for Modeling Multi-relational Data (2013)." 
 <a href="https://everest.hds.utc.fr/doku.php?id=en:transe">[download]</a>
@@ -30,8 +30,7 @@ FB20k is used for zero-shot scenario <a href="http://yun.baidu.com/s/1SAmGQ">[do
 
 Entity type information for entity classification <a href="http://pan.baidu.com/s/1pLePRez">[download]</a>
 
-
-===== CITE =====
+# ===== CITE =====
 
 If you use the code, you should cite the following paper: