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1
Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input ...
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2
Grounded Language Learning in a Simulated 3D World ...
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3
Reasoning about Entailment with Neural Attention ...
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4
Learning Bilingual Word Representations by Marginalizing Alignments ...
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5
Multilingual Models for Compositional Distributed Semantics ...
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6
Deep Learning for Answer Sentence Selection ...
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7
Distributed Representations for Compositional Semantics ...
Hermann, Karl Moritz. - : arXiv, 2014
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8
Multilingual Distributed Representations without Word Alignment ...
Abstract: Distributed representations of meaning are a natural way to encode covariance relationships between words and phrases in NLP. By overcoming data sparsity problems, as well as providing information about semantic relatedness which is not available in discrete representations, distributed representations have proven useful in many NLP tasks. Recent work has shown how compositional semantic representations can successfully be applied to a number of monolingual applications such as sentiment analysis. At the same time, there has been some initial success in work on learning shared word-level representations across languages. We combine these two approaches by proposing a method for learning distributed representations in a multilingual setup. Our model learns to assign similar embeddings to aligned sentences and dissimilar ones to sentence which are not aligned while not requiring word alignments. We show that our representations are semantically informative and apply them to a cross-lingual document ... : To appear at ICLR 2014 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1312.6173
https://arxiv.org/abs/1312.6173
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9
Parsing graphs with hyperedge replacement grammars
Chiang, David; Hermann, Karl Moritz; Andreas, Jacob. - : Stroudsburg, PA : Association for Computational Linguistics, 2013
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10
Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input
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