# skipping this long message in texting

Leap-LSTM: Enhancing Long Short-Term Memory for Text Categorization » Recurrent Neural Networks (RNNs) are widely used in the field of natural language processing (NLP), ranging from text categorization to question answering and machine translation. However, RNNs generally read the whole text from beginning to end or vice versa sometimes, which makes it inefficient to process long texts. When reading a long document for a categorization task, such as topic categorization, large quantities of words are irrelevant and can be skipped. To this end, we propose Leap-LSTM, an LSTM-enhanced model which dynamically leaps between words while reading texts. At each step, we utilize several feature encoders to extract messages from preceding texts, following texts and the current word, and then determine whether to skip the current word. We evaluate Leap-LSTM on several text categorization tasks: sentiment analysis, news categorization, ontology classification and topic classification, with five benchmark data sets. The experimental results show that our model reads faster and predicts bet Arxiv.org

How to fix "The following module is missing from the file system…" warning messages » If you see a PHP warning such as "The following module is missing from the file system…" (or similar) on your site, this page explains how to fix it. The warning was introduced in Drupal 7.50 and is displayed when Drupal is attempting to find a module or theme in the file system, but either cannot find it or does not find it in the expected place. Usually this indicates a problem with your site. It is not a major problem, but one which should ideally be fixed if possible. Drupal.org

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Cursor jumping around in composer / editor text box » the cursor seems to be jumping around in the composer / editor. anyone else experiencing this? i’ve had it in both mobile and desktop views on my forum in chrome and safari. it happens when i have a quote in the text box or some text i am editing. the cursor jumps to another place when i start to type or even sometimes if the mouse cursor goes off the text box without clicking. i haven’t had it yet on Meta here but it’s been happening lately on our forum to me and others. also doesn’t happen a… Meta.discourse.org

unittest — Unit testing framework » Source code: Lib/unittest/__init__.py(If you are already familiar with the basic concepts of testing, you might want to skip to the list of assert methods.) The unittest unit testing framework was… Docs.python.org

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