WIP : README Documentation - Added plot & changed dirs

README.md

@@ -10,7 +10,7 @@ We implemented 3 different classifiers and evaluated the results:
  - Feedforward Neural Network Classifier (using [PyTorch](https://pytorch.org/))
  - BiLSTM + Attention with ELMo Embeddings (using [AllenNLP](https://allennlp.org/) library)
 
-This README documentation focuses on running the code base, training the models and predictions. For more information about our project work and detailed error analysis, check [this](https://www.overleaf.com/project/5f1b0e8a6d0fb80001ceb5eb) report. 
+This README documentation focuses on running the code base, training the models and predictions. For more information about our project work and detailed error analysis, check [this](https://www.overleaf.com/project/5f1b0e8a6d0fb80001ceb5eb) report. <br/>
 For more information on the Citation Intent Classification in Scientific Publications, follow this [link](https://arxiv.org/pdf/1904.01608.pdf) to the original published paper and the [GitHub repo](https://github.com/allenai/scicite)
 
 ## Environment & Setup
@@ -72,3 +72,4 @@ eval.metrics.f1_score(y_true, y_pred, labels, average)
 [Link](/blob/master/eval/metrics.py) to the metrics source code.
 
 ### Results
+![Confusion Matrix Plot](/blob/master/plots/perceptron/confusion_matrix_plot.png?raw=true)