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Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study
Neural generative models have been become increasingly popular when buil...
06/04/2019 ∙ by Chinnadhurai Sankar, et al. ∙
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Deep Complex Networks
At present, the vast majority of building blocks, techniques, and archit...
05/27/2017 ∙ by Chiheb Trabelsi, et al. ∙
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A Deep Reinforcement Learning Chatbot
We present MILABOT: a deep reinforcement learning chatbot developed by t...
09/07/2017 ∙ by Iulian V. Serban, et al. ∙
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Neural Models for Key Phrase Detection and Question Generation
We propose a two-stage neural model to tackle question generation from d...
06/14/2017 ∙ by Sandeep Subramanian, et al. ∙
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Adversarial Generation of Natural Language
Generative Adversarial Networks (GANs) have gathered a lot of attention ...
05/31/2017 ∙ by Sai Rajeswar, et al. ∙
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Machine Comprehension by Text-to-Text Neural Question Generation
We propose a recurrent neural model that generates natural-language ques...
05/04/2017 ∙ by Xingdi Yuan, et al. ∙
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Neural Architectures for Named Entity Recognition
State-of-the-art named entity recognition systems rely heavily on hand-c...
03/04/2016 ∙ by Guillaume Lample, et al. ∙
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A Deep Reinforcement Learning Chatbot (Short Version)
We present MILABOT: a deep reinforcement learning chatbot developed by t...
01/20/2018 ∙ by Iulian V. Serban, et al. ∙
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Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning
A lot of the recent success in natural language processing (NLP) has bee...
03/30/2018 ∙ by Sandeep Subramanian, et al. ∙
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Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations
Deep networks have achieved impressive results across a variety of impor...
04/07/2018 ∙ by Alex Lamb, et al. ∙
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New Embedded Representations and Evaluation Protocols for Inferring Transitive Relations
Beyond word embeddings, continuous representations of knowledge graph (K...
05/12/2018 ∙ by Sandeep Subramanian, et al. ∙
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A Framework towards Domain Specific Video Summarization
In the light of exponentially increasing video content, video summarizat...
09/24/2018 ∙ by Vishal Kaushal, et al. ∙
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Multiple-Attribute Text Style Transfer
The dominant approach to unsupervised "style transfer" in text is based ...
11/01/2018 ∙ by Sandeep Subramanian, et al. ∙
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State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations
Machine learning promises methods that generalize well from finite label...
05/26/2019 ∙ by Alex Lamb, et al. ∙
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On Extractive and Abstractive Neural Document Summarization with Transformer Language Models
We present a method to produce abstractive summaries of long documents t...
09/07/2019 ∙ by Sandeep Subramanian, et al. ∙
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