Papers
Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers
Georgios Spithourakis, Sebastian Riedel
Token-level and sequence-level loss smoothing for RNN language models
Maha Elbayad, Laurent Besacier, Jakob Verbeek
Marrying Up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding
Bingfeng Luo, Yansong Feng, Zheng Wang et al.
Situated Mapping of Sequential Instructions to Actions with Single-step Reward Observation
Alane Suhr, Yoav Artzi
Syntax for Semantic Role Labeling, To Be, Or Not To Be
Shexia He, Zuchao Li, Hai Zhao et al.
Large-Scale QA-SRL Parsing
Nicholas FitzGerald, Julian Michael, Luheng He et al.
NASH: Toward End-to-End Neural Architecture for Generative Semantic Hashing
Dinghan Shen, Qinliang Su, Paidamoyo Chapfuwa et al.
Neural Models for Documents with Metadata
Dallas Card, Chenhao Tan, Noah A. Smith
Document Modeling with External Attention for Sentence Extraction
Shashi Narayan, Ronald Cardenas, Nikos Papasarantopoulos et al.
Semi-supervised User Geolocation via Graph Convolutional Networks
Afshin Rahimi, Trevor Cohn, Timothy Baldwin
Multimodal Named Entity Disambiguation for Noisy Social Media Posts
Seungwhan Moon, Leonardo Neves, Vitor Carvalho
Visual Attention Model for Name Tagging in Multimodal Social Media
Di Lu, Leonardo Neves, Vitor Carvalho et al.
Rumor Detection on Twitter with Tree-structured Recursive Neural Networks
Jing Ma, Wei Gao, Kam-Fai Wong
Stock Movement Prediction from Tweets and Historical Prices
Yumo Xu, Shay B. Cohen
NeuralREG: An end-to-end approach to referring expression generation
Thiago Castro Ferreira, Diego Moussallem, Ákos Kádár et al.
Deep-speare: A joint neural model of poetic language, meter and rhyme
Jey Han Lau, Trevor Cohn, Timothy Baldwin et al.
A Distributional and Orthographic Aggregation Model for English Derivational Morphology
Daniel Deutsch, John Hewitt, Dan Roth
Language Generation via DAG Transduction
Yajie Ye, Weiwei Sun, Xiaojun Wan
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification
Yizhong Wang, Kai Liu, Jing Liu et al.
Harvesting Paragraph-level Question-Answer Pairs from Wikipedia
Xinya Du, Claire Cardie
Did the Model Understand the Question?
Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan et al.
Training Classifiers with Natural Language Explanations
Braden Hancock, Paroma Varma, Stephanie Wang et al.
Learning How to Actively Learn: A Deep Imitation Learning Approach
Ming Liu, Wray Buntine, Gholamreza Haffari
Backpropagating through Structured Argmax using a SPIGOT
Hao Peng, Sam Thomson, Noah A. Smith
Batch IS NOT Heavy: Learning Word Representations From All Samples
Xin Xin, Fajie Yuan, Xiangnan He et al.