Learning Disentangled Representations of Texts with Application to Biomedical Abstracts

1 code implementation • EMNLP 2018 • Sarthak Jain, Edward Banner, Jan-Willem van de Meent, Iain J. Marshall, Byron C. Wallace

We propose a method for learning disentangled representations of texts that code for distinct and complementary aspects, with the aim of affording efficient model transfer and interpretability.

Retrieval

Automating Biomedical Evidence Synthesis: RobotReviewer

no code implementations • ACL 2017 • Iain Marshall, Jo{\"e}l Kuiper, Edward Banner, Byron C. Wallace

Neural Information Retrieval: A Literature Review

no code implementations • 18 Nov 2016 • Ye Zhang, Md Mustafizur Rahman, Alex Braylan, Brandon Dang, Heng-Lu Chang, Henna Kim, Quinten McNamara, Aaron Angert, Edward Banner, Vivek Khetan, Tyler McDonnell, An Thanh Nguyen, Dan Xu, Byron C. Wallace, Matthew Lease

A recent "third wave" of Neural Network (NN) approaches now delivers state-of-the-art performance in many machine learning tasks, spanning speech recognition, computer vision, and natural language processing.

Information Retrieval Retrieval +2