[PDF][PDF] Word representations: a simple and general method for semi-supervised learning

J Turian, L Ratinov, Y Bengio - … of the 48th annual meeting of the …, 2010 - aclanthology.org
If we take an existing supervised NLP system, a simple and general way to improve
accuracy is to use unsupervised word representations as extra word features. We evaluate …

Word emdeddings through hellinger pca

R Lebret, R Collobert - arXiv preprint arXiv:1312.5542, 2013 - arxiv.org
Word embeddings resulting from neural language models have been shown to be
successful for a large variety of NLP tasks. However, such architecture might be difficult to …

Rehabilitation of count-based models for word vector representations

R Lebret, R Collobert - … Linguistics and Intelligent Text Processing: 16th …, 2015 - Springer
Recent works on word representations mostly rely on predictive models. Distributed word
representations (aka word embeddings) are trained to optimally predict the contexts in which …

Learning representations for weakly supervised natural language processing tasks

F Huang, A Ahuja, D Downey, Y Yang, Y Guo… - Computational …, 2014 - direct.mit.edu
Finding the right representations for words is critical for building accurate NLP systems when
domain-specific labeled data for the task is scarce. This article investigates novel techniques …

Is deep learning really necessary for word embeddings?

R Lebret, J Legrand, R Collobert - 2013 - infoscience.epfl.ch
Word embeddings resulting from neural language models have been shown to be
successful for a large variety of NLP tasks. However, such architecture might be difficult to …

[PDF][PDF] 词汇语义表示研究综述

袁书寒, 向阳 - 中文信息学报, 2016 - jcip.cipsc.org.cn
摘! 要构建能够表达语义特征的词语表示形式是自然语言处理的关7 问题该文首先介绍了基于
分布假设和基于预测模型的词汇语义表示方法并给i 目前词表示方法的评价指标进而介绍了基于 …

Real-time dependable decisions in timed asynchronous distributed systems

M Raynal - … Third International Workshop on Object-Oriented …, 1997 - ieeexplore.ieee.org
Allowing a set of objects to make a consistent decision, according to the values they
propose, is a fundamental problem of distributed systems. When the system is reliable and …

[图书][B] Exploiting knowledge in NLP

L Ratinov - 2012 - search.proquest.com
In recent decades, the society depends more and more on computers for a large number of
tasks. The first steps in NLP applications involve identification of topics, entities, concepts …

[PDF][PDF] Natural language processing

K Lagus, M Kurimo, T Honkela, S Virpioja… - … of Information and …, 2012 - cis.legacy.ics.tkk.fi
In the theory of linguistic morphology, morphemes are considered to be the smallest
meaning-bearing elements of language, and they can be defined in a language …

Distributional similarity in the varied order of syntactic spaces

D Yang, DMW Powers - … and Control-Volume I (ICICIC'06), 2006 - ieeexplore.ieee.org
The single valued decomposition (SVD) has been used widely in Information Retrieval and
other language engineering projects. Another less-widely used technique is independent …