added to README

README.md

@@ -7,3 +7,11 @@ app_file: app.py
 python_version: 3.9
 pinned: false
 ---
+
+# Multi-task NLP
+
+This application is a celebration of open-source and the power that programmers have been granted today by those who 
+give back to the community. This tool was constructed using Streamlit, Huggingface Transformers, 
+Transformers-Interpret, NLTK, Spacy, amongst other open-source Python libraries and models.
+
+You can access a live version of this app here: https://huggingface.co/spaces/miesnerjacob/Multi-task-NLP

app.py

@@ -96,8 +96,9 @@ if page == "Welcome!":
             * Emotion Detection
             * Named Entity Recognition
             
-        More features may be added in the future, depending on community feedback. Please reach out to me at 
-        miesner.jacob@gmail.com or at my Linkedin page listed below if you have ideas or suggestions for improvement.
+        More features may be added in the future including article/tweet/youtube input and model quality improvements, 
+        depending on community feedback. Please reach out to me at miesner.jacob@gmail.com or at my Linkedin page listed 
+        below if you have ideas or suggestions for improvement.
         
         If you would like to contribute yourself, feel free to fork the Github repository listed below and submit a merge request.
         """

emotion_detection.py

@@ -5,7 +5,7 @@ import pandas as pd
 
 
 class EmotionDetection:
-    def __init__(self, chunksize=512):
+    def __init__(self):
         hub_location = 'cardiffnlp/twitter-roberta-base-emotion'
         self.tokenizer = AutoTokenizer.from_pretrained(hub_location)
         self.model = AutoModelForSequenceClassification.from_pretrained(hub_location)