138 citations · 297 across the 9 of their papers we have counts for
5 papers · 1 filter
Quasar: Datasets for Question Answering by Search and Reading
Bhuwan Dhingra, Kathryn Mazaitis, William W. Cohen
We present two new large-scale datasets aimed at evaluating systems designed to comprehend a natural language query and extract its answer from a large corpus of text. The Quasar-S…
Question Answering from Unstructured Text by Retrieval and Comprehension
Yusuke Watanabe, Bhuwan Dhingra, Ruslan Salakhutdinov
Open domain Question Answering (QA) systems must interact with external knowledge sources, such as web pages, to find relevant information. Information sources like Wikipedia, howe…
Using Graphs of Classifiers to Impose Declarative Constraints on Semi-supervised Learning
Lidong Bing, William W. Cohen, Bhuwan Dhingra
We propose a general approach to modeling semi-supervised learning (SSL) algorithms. Specifically, we present a declarative language for modeling both traditional supervised classi…
Linguistic Knowledge as Memory for Recurrent Neural Networks
Bhuwan Dhingra, Zhilin Yang, William W. Cohen +1
Training recurrent neural networks to model long term dependencies is difficult. Hence, we propose to use external linguistic knowledge as an explicit signal to inform the model wh…
A Comparative Study of Word Embeddings for Reading Comprehension
Bhuwan Dhingra, Hanxiao Liu, Ruslan Salakhutdinov +1
The focus of past machine learning research for Reading Comprehension tasks has been primarily on the design of novel deep learning architectures. Here we show that seemingly minor…