Self-training has been successfully used in many NLP applications such as information extraction (Ding and Riloff, 2015) and syntactic parsing (McClosky et al., 2006).
for example, "I broke my arm" and "I got fired" are usually negative experiences, while "I broke a record" and "I went to a concert" are typically positive experiences.