How to utilize dictionary data set for text classification?
You can try this approach LEARNING TO COMPUTE WORD EMBEDDINGS ON THE FLY. Using additional auxiliary data you can substitute jargons using definitions from dictionary. In this case, jargons  embeddings will become more relevant, in semantic sense .