U-Net: Machine Reading Comprehension with Unanswerable Questions

Adam: A Method for Stochastic Optimization

2014 • 82,703 citations

Dropout: a simple way to prevent neural networks from overfitting

2014 • 33,410 citations

Glove: Global Vectors for Word Representation

2014 • 32,041 citations

Untitled

1997 • 5,539 citations

Teaching Machines to Read and Comprehend

2015 • 2,101 citations

End-To-End Memory Networks

2015 • 1,740 citations

Deep contextualized word representations

2018 • 1,676 citations

Reading Wikipedia to Answer Open-Domain Questions

2017 • 1,391 citations

Densely Connected Convolutional Networks

2016 • 1,156 citations

SQuAD: 100,000+ Questions for Machine Comprehension of Text

2016 • 786 citations

Gated Self-Matching Networks for Reading Comprehension and Question Answering

2017 • 730 citations

Ask Me Anything: Dynamic Memory Networks for Natural Language Processing

2015 • 560 citations

Machine Comprehension Using Match-LSTM and Answer Pointer

2016 • 418 citations

Attention-over-Attention Neural Networks for Reading Comprehension

2017 • 394 citations

Bidirectional Attention Flow for Machine Comprehension

2016 • 385 citations

The Goldilocks Principle: Reading Children's Books with Explicit Memory Representations

2015 • 362 citations

Dynamic Coattention Networks For Question Answering

2016 • 343 citations

ReasoNet

2017 • 277 citations

Multi-Granularity Hierarchical Attention Fusion Networks for Reading Comprehension and Question Answering

2018 • 176 citations

Learning Recurrent Span Representations for Extractive Question Answering

2016 • 146 citations

FusionNet: Fusing via Fully-aware Attention with Application to Machine Comprehension

2017 • 69 citations

Gated-Attention Readers for Text Comprehension

2016 • 64 citations

Simple and Effective Multi-Paragraph Reading Comprehension

2017 • 44 citations

Zero-Shot Relation Extraction via Reading Comprehension

2017 • 41 citations

I Know There Is No Answer: Modeling Answer Validation for Machine Reading Comprehension

2018 • 35 citations

Reinforced Mnemonic Reader for Machine Reading Comprehension

2017 • 33 citations

Stochastic Answer Networks for Machine Reading Comprehension

2017 • 31 citations

Read + Verify: Machine Reading Comprehension with Unanswerable Questions

2018 • 12 citations