[PDF][PDF] Word representations: a simple and general method for semi-supervised learning
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 …
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 …
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 …
representations (aka word embeddings) are trained to optimally predict the contexts in which …
Learning representations for weakly supervised natural language processing tasks
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 …
domain-specific labeled data for the task is scarce. This article investigates novel techniques …
Is deep learning really necessary for word embeddings?
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 …
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 …
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 …
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 …
tasks. The first steps in NLP applications involve identification of topics, entities, concepts …
[PDF][PDF] Natural language processing
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 …
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 …
other language engineering projects. Another less-widely used technique is independent …