newsposter123
Re:Opinion Mining with Deep Recurrent Neural Networks
on Monday July 06, 2015 @04:53PM (#9842111)
This is from the "Conclusions" slide:
• Deep recurrent nets perform better than their shallow
counterparts of the same size on both DSE and ESE
extraction.
• Both shallow and deep RNNs capture aspects of
subjectivity, but deep RNNs seem to better handle the
expression boundaries.
• Deep RNNs outperforms previous baselines CRF and
semi-CRF without having access to the dependency or
constituency trees, opinion lexicons or POS tags, even
when (semi)CRF has access to word vectors.
tldr: Deep RNN's are better than shallow RNN's and CRF's for several NLP tasks.
Re:Physical Intuition, Not Mathematics (2011)
on Saturday July 04, 2015 @06:56PM (#9831856)
I would be interested to know more as to how people think in the language of mathematics when deriving and reading mathematical formulas as I really struggle with it if I don't get the intuition.
Re:Dutch universities start their Elsevier boycott plan
on Thursday July 02, 2015 @04:24PM (#9821373)
"It is not unthinkable that if I would submit a love letter, it would be published sooner than an intelligent scholarly article by a young researcher."