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06/02/2022
Finding the Right Recipe for Low Resource Domain Adaptation in Neural Machine Translation
General translation models often still struggle to generate accurate tra...
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11/16/2021
NVIDIA NeMo Neural Machine Translation Systems for English-German and English-Russian News and Biomedical Tasks at WMT21
This paper provides an overview of NVIDIA NeMo's neural machine translat...
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05/01/2020
Multi-scale Transformer Language Models
We investigate multi-scale transformer language models that learn repres...
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09/07/2019
On Extractive and Abstractive Neural Document Summarization with Transformer Language Models
We present a method to produce abstractive summaries of long documents t...
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06/04/2019
Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study
Neural generative models have been become increasingly popular when buil...
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05/26/2019
State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations
Machine learning promises methods that generalize well from finite label...
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11/01/2018
Multiple-Attribute Text Style Transfer
The dominant approach to unsupervised "style transfer" in text is based ...
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09/24/2018
A Framework towards Domain Specific Video Summarization
In the light of exponentially increasing video content, video summarizat...
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05/12/2018
New Embedded Representations and Evaluation Protocols for Inferring Transitive Relations
Beyond word embeddings, continuous representations of knowledge graph (K...
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04/07/2018
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...
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03/30/2018
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...
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01/20/2018
A Deep Reinforcement Learning Chatbot (Short Version)
We present MILABOT: a deep reinforcement learning chatbot developed by t...
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09/07/2017
A Deep Reinforcement Learning Chatbot
We present MILABOT: a deep reinforcement learning chatbot developed by t...
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06/14/2017
Neural Models for Key Phrase Detection and Question Generation
We propose a two-stage neural model to tackle question generation from d...
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05/31/2017
Adversarial Generation of Natural Language
Generative Adversarial Networks (GANs) have gathered a lot of attention ...
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05/27/2017
Deep Complex Networks
At present, the vast majority of building blocks, techniques, and archit...
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05/04/2017
Machine Comprehension by Text-to-Text Neural Question Generation
We propose a recurrent neural model that generates natural-language ques...
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03/04/2016