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05/28/2020
Relation Extraction with Explanation
Recent neural models for relation extraction with distant supervision al...
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08/14/2019
Entity-aware ELMo: Learning Contextual Entity Representation for Entity Disambiguation
We present a new local entity disambiguation system. The key to our syst...
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02/22/2019
Saliency Learning: Teaching the Model Where to Pay Attention
Deep learning has emerged as a compelling solution to many NLP tasks wit...
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09/09/2018
Attentional Multi-Reading Sarcasm Detection
Recognizing sarcasm often requires a deep understanding of multiple sour...
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08/12/2018
Interpreting Recurrent and Attention-Based Neural Models: a Case Study on Natural Language Inference
Deep learning models have achieved remarkable success in natural languag...
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06/19/2018
Joint Neural Entity Disambiguation with Output Space Search
In this paper, we present a novel model for entity disambiguation that c...
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05/26/2018
Dependent Gated Reading for Cloze-Style Question Answering
We present a novel deep learning architecture to address the cloze-style...
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02/15/2018
Event Nugget Detection with Forward-Backward Recurrent Neural Networks
Traditional event detection methods heavily rely on manually engineered ...
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02/15/2018