Update README.md

README.md

@@ -8,8 +8,54 @@ Word sense disambiguation (WSD) is the ability to identify the meaning of words
 * [Word Specific Model trained on One Million Dataset](https://github.com/Sshanu/Word-Sense-Disambiguation/tree/master/one_million)
 * [All-words Model](https://github.com/Sshanu/Word-Sense-Disambiguation/tree/master/one_million/all-word)
 
-
-## More Information
+## Details
 For detailed information about models and results:
 * [Report](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/UGP_Report.pdf)
 * [Presentation](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/UGP_presentation.pdf)
+
+## Word Specific Models
+
+### Basic Model
+Files with name as Model-1-multigpu-1.ipynb are the basic models
+![Model 1](models_diagram/model-1.png)
+
+###  Basic Model+POS Tags
+Files with name as Model-1-multigpu-2.ipynb are the basic models
+![Model 2](models_diagram/model-2.png)
+
+###  Basic Modell+POS Tags+CRF
+Files with name as Model-1-multigpu-3.ipynb are the basic models
+![Model 3](models_diagram/model-3.png)
+
+###   Word specific hierarchical model
+Files with name as Model-1-multigpu-4.ipynb are the basic models
+![Model 4](models_diagram/model-4.png)
+
+## All words Models
+
+### [Basic Model](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-1-multigpu-1.ipynb)
+![Model 1](models_diagram/all-word-1.png) 
+
+### [Basic Model+Local Attention](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-local_attention-fast-v2-4.ipynb)
+![Model 2](models_diagram/all-word-3.png) 
+
+
+### [Basic Model+Local Attentionn+Hidden States](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-local_attention-fast-v2-6.ipynb)
+![Model 3](models_diagram/all-word-4.png) 
+
+### [Basic Model+Local Attentionn+Hidden States+CRF](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-local_attention-fast-v3-1.ipynb)
+![Model 4](models_diagram/all-word-6.png) 
+
+### [Basic Model+Gated Attention](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-local_attention-fast-v2-7.ipynb)
+![Model 5](models_diagram/all-word-5.png) 
+
+### [Basic Model+CNN](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-1.4.ipynb)
+![Model 6](models_diagram/all-word-2.png) 
+
+
+### [All-words Hierarchical Model+Soft Masking](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-hierarchical-2.ipynb)
+![Model 7](models_diagram/all-word-7.png) 
+
+### [All-words Hierarchical Model+Hard Masking](https://github.com/Sshanu/Word-Sense-Disambiguation/blob/master/one_million/all-word/Model-aw-lex-hierarchical-4.ipynb)
+![Model 8](models_diagram/all-word-8.png) 
+