Our motivation can be summarized in the following question: can we identify disease name and categorize them without relying on feature en-gineering, domain-knowledge or task specific resources?
we can say this work is motivated towards mitigating the two issues: first, feature engineering relying on linguistic and domain-specific knowledge; and second, bring flexibility in capturing influential words affecting model decisions irrespective of their occurrence anywhere within the sentence.