Solved by Wesley_Neill in post #5 
              
              
                So in case someone else ever has this same question, this is what a month’s worth of research has led me to believe: 
LSTM’s are prone to overfitting unless you have a lot of data. This Kaggle competition data includes ~7600 tweets, and I just don’t think that’s enough. 
What leads me to believe thi…