Update README.md

README.md

@@ -10,12 +10,22 @@ datasets:
 
 # Model Description
 
-We performed transfer learning experiments on a bert-base-uncased model fine-tuned on the GoEmotions dataset for the purpose of classifying [(emotional) contexts in the Empathetic Dialogues dataset](https://huggingface.co/datasets/bdotloh/empathetic-dialogues-contexts). 
+We performed transfer learning experiments on a distilbert-base-uncased model fine-tuned on the GoEmotions dataset for the purpose of classifying [(emotional) contexts in the Empathetic Dialogues dataset](https://huggingface.co/datasets/bdotloh/empathetic-dialogues-contexts). 
 
 The fine-tuned distilbert-base-uncased can be found [here](https://huggingface.co/bhadresh-savani/bert-base-go-emotion).
 
 ### Limitations and bias
- 
+
+GoEmotions:
+1) Demographics of Reddit Users 
+2) Imbalanced class distribution
+3) ...
+
+EmpatheticDialogues: 
+1) Unable to ascertain the degree of cultural specificity for the context that a respondent described when given an emotion label (i.e., p(description | emotion, *culture*))
+2) ...
+
+
 ## Training data
 
 ## Training procedure
@@ -24,4 +34,3 @@ The fine-tuned distilbert-base-uncased can be found [here](https://huggingface.c
 
 ## Evaluation results
 
-### BibTeX entry and citation info