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05/23/2022
StreamingQA: A Benchmark for Adaptation to New Knowledge over Time in Question Answering Models
Knowledge and language understanding of models evaluated through questio...
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02/03/2022
Towards Coherent and Consistent Use of Entities in Narrative Generation
Large pre-trained language models (LMs) have demonstrated impressive cap...
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02/03/2021
Pitfalls of Static Language Modelling
Our world is open-ended, non-stationary and constantly evolving; thus wh...
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09/04/2019
Mogrifier LSTM
Many advances in Natural Language Processing have been based upon more e...
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01/31/2019
Learning and Evaluating General Linguistic Intelligence
We define general linguistic intelligence as the ability to reuse previo...
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07/04/2018
Encoding Spatial Relations from Natural Language
Natural language processing has made significant inroads into learning t...
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05/23/2018
Pushing the bounds of dropout
We show that dropout training is best understood as performing MAP estim...
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12/19/2017
The NarrativeQA Reading Comprehension Challenge
Reading comprehension (RC)---in contrast to information retrieval---requ...
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06/08/2017
Dynamic Integration of Background Knowledge in Neural NLU Systems
Common-sense or background knowledge is required to understand natural l...
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11/08/2016
The Neural Noisy Channel
We formulate sequence to sequence transduction as a noisy channel decodi...
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09/29/2016
Semantic Parsing with Semi-Supervised Sequential Autoencoders
We present a novel semi-supervised approach for sequence transduction an...
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04/07/2016
Optimizing Performance of Recurrent Neural Networks on GPUs
As recurrent neural networks become larger and deeper, training times fo...
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03/22/2016
Latent Predictor Networks for Code Generation
Many language generation tasks require the production of text conditione...
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09/22/2015
Reasoning about Entailment with Neural Attention
While most approaches to automatically recognizing entailment relations ...
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06/10/2015