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08/19/2019
Why So Down? The Role of Negative (and Positive) Pointwise Mutual Information in Distributional Semantics
In distributional semantics, the pointwise mutual information (PMI) weig...
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04/26/2019
Think Again Networks and the Delta Loss
This short paper introduces an abstraction called Think Again Networks (...
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04/26/2019
Think Again Networks, the Delta Loss, and an Application in Language Modeling
This short paper introduces an abstraction called Think Again Networks (...
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05/09/2018
Incorporating Subword Information into Matrix Factorization Word Embeddings
The positive effect of adding subword information to word embeddings has...
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04/03/2017
Restricted Recurrent Neural Tensor Networks: Exploiting Word Frequency and Compositionality for Increased Model Capacity and Performance With No Computational Overhead
Increasing the capacity of recurrent neural networks (RNN) usually invol...
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06/03/2016
Enhancing the LexVec Distributed Word Representation Model Using Positional Contexts and External Memory
In this paper we take a state-of-the-art model for distributed word repr...
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06/02/2016