1 code implementation • 1 Feb 2021 • Zhicheng Liang, Deborah L. McGuinness
Commonsense knowledge has proven to be beneficial to a variety of application areas, including question answering and natural language understanding.
no code implementations • 21 Dec 2020 • Henrique Santos, Minor Gordon, Zhicheng Liang, Gretchen Forbush, Deborah L. McGuinness
Commonsense question-answering (QA) tasks, in the form of benchmarks, are constantly being introduced for challenging and comparing commonsense QA systems.
no code implementations • IJCNLP 2019 • Sara Rosenthal, Ken Barker, Zhicheng Liang
We propose using sections from medical literature (e. g., textbooks, journals, web content) that contain content similar to that found in EHR sections.
3 code implementations • 4 Jul 2018 • Yue Liu, Tongtao Zhang, Zhicheng Liang, Heng Ji, Deborah L. McGuinness
Inspired by recent successes in neural machine translation, we treat the triples within a given knowledge graph as an independent graph language and propose an encoder-decoder framework with an attention mechanism that leverages knowledge graph embeddings.