no code implementations • NAACL (TextGraphs) 2021 • Jinman Zhao, Gerald Penn, Huan Ling
In this paper, we define an abstract task called structural realization that generates words given a prefix of words and a partial representation of a parse tree.
1 code implementation • 30 Mar 2020 • Seohyun Kim, Jinman Zhao, Yuchi Tian, Satish Chandra
We provide comprehensive experimental evaluation of our proposal, along with alternative design choices, on a standard Python dataset, as well as on a Python corpus internal to Facebook.
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1 code implementation • EMNLP 2018 • Jinman Zhao, Sidharth Mudgal, YIngyu Liang
We approach the problem of generalizing pre-trained word embeddings beyond fixed-size vocabularies without using additional contextual information.
no code implementations • 11 Sep 2018 • Jinman Zhao, Aws Albarghouthi, Vaibhav Rastogi, Somesh Jha, Damien Octeau
We address the problem of discovering communication links between applications in the popular Android mobile operating system, an important problem for security and privacy in Android.
no code implementations • NeurIPS 2018 • Lingjiao Chen, Hongyi Wang, Jinman Zhao, Dimitris Papailiopoulos, Paraschos Koutris
Distributed implementations of mini-batch stochastic gradient descent (SGD) suffer from communication overheads, attributed to the high frequency of gradient updates inherent in small-batch training.