  COLIEE is an annual competition in automatic computerized legal text
processing. Automatic legal document processing is an ambitious goal, and the
structure and semantics of the law are often far more complex than everyday
language. In this article, we survey and report our methods and experimental
results in using deep learning in legal document processing. The results show
the difficulties as well as potentials in this family of approaches.
