Folks, pls come check out @UNCNLP presentations at @NAACLHLT by our students/interns/collaborators! Full schedule attached below (7 papers on visual reasoning, summarization-RL, adv-training, stylistic captions, speech-txt parsing, #MeToo, alzheimer's). #NLProc #NAACL2018 #UNCNLP

Nov4 morning: happening now! Lisa Bauer (Lisa Bauer) & Yicheng Wang (Yicheng Wang) presenting their #EMNLP2018 talk on "Commonsense for Generative Multi-Hop Question Answering Tasks" in Gold Hall session 10A: Question Answering III. Paper: arxiv.org/abs/1809.06309 #EMNLP2018 #NLProc

Attached: slide image showing the "Necessary and Optional Information Cell (NOIC)" for multi-hop reasoning jointly on both internal context and external knowledge/commonsense.

Robust Machine Comprehension Models via Adversarial Training. arxiv.org/abs/1804.06473