1. Connecting Separate Named Entities in the Conditional Random Fields

precursor-induced CRF, presentation @ 7th Named Entity Workshop (NEWS) co-located with ACL 2018

2. Virtual Clinical Text Generation using Sequence-to-Sequence

Based on the sequence-to-sequence architecture (encoder-decoder RNNs), our team recently has been building a clnical text generation model. Paper work is almost done and you can see some of current results as below. The current stage is preliminary, we would expand the size of training data and would change the model from seq2seq to a SOTA generative model.

You can see the full document (click)

You can also view my presentation file presented @ KOSMI 2019