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LANGANA-E is an English natural language parser. It is the main structure that automatic understanding will be built upon. Automatic understanding can be used for answering questions automatically or finding an answer from a reference text archive.

Ghawwas (previously known as Khawas) is an open source system for Arabic corpora processing. Ghawwas V4.0 provides the following main functions: a. Frequency list for single word and N-Grams b. Concordance c. Collocation (MI, CHI Squared, LL, T-Score, Z Score, Dice, Log Dice, Weirdness Coefficient) d. Lexical patterns search e. Two corpora frequency profile comparison based on MI, CHI, LL, T-Score, Z Score, Dice, Log Dice, Weirdness Coefficient f. Accept Windows and UTF-8 character encoding g. ...

NOTE: For latest version, please visit https://github.com/ispasic/FlexiTerm. FlexiTerm is an open-source software tool for automatic term recognition. FlexiTerm uses a range of methods to neutralise the main sources of term variation. FlexiTerm is robust enough for less formally structured texts, such as those found in patient blogs or medical notes.

A JAVA Arabic stemmer that is based on Shereen Khoja algorithm. This java class offers a function called stemWrod which takes an arabic word and return the stem of it.

Conversion between different grammar frameworks is of great importance to comparative performance analysis of the parsers developed on them. This tool can convert CCG derivations to PTB trees by using Max Entropy models as well as visualizing the tree graphs. The main technical innovation presented here is the effective conversion method which achieves a F score over 95%.

...This version should also be plugged in wherever the old algorithm is used with few accommodations necessary. The code in this version is more readable (in my opinion) than the old version. There is a main at the bottom that shows how to use the Stemmer.