Search Results for author: Jinman Zhao

Found 5 papers, 2 papers with code

Structural Realization with GGNNs

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.

Language Modelling

Code Prediction by Feeding Trees to Transformers

1 code implementation30 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.

Type prediction Value prediction Software Engineering

Generalizing Word Embeddings using Bag of Subwords

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.

TAG Word Embeddings +1

Neural-Augmented Static Analysis of Android Communication

no code implementations11 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.

The Effect of Network Width on the Performance of Large-batch Training

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.

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