A command line tool designed to implement the Conditional Random Fields (CRF) method for segmentation. The program has many command line options and features but its main characteristics are:
- run CRFs in the native language of the input data (command line parameters are transposed to the input language). This way it's possible to create a model trained with the data in English but run it on the data in French, Spanish or any other language.
- integrate with one of the three libraries (the CRF++, the NLTK CRFsuite or the JCRFsuite).
- implement several "properties" for the segments including: the common distance to the end of the segment, the individual distance to the end of the segment, the segment type, the type of the final segment...
- build the classification by using CRFs (both one-class and multi-class)
- implement several data formatting and output features
- support different training strategies: bag-of-words, word-features, binary, POS-features...
CRF++ tool Description:
The CRF++ is a C++ library available at the following link:
The CRF++ has many features but its main characteristics are:
- run CRFs in the native language of the input data (in English)
- support many CRF parameters (see the following site:
- implement several "properties" for the segments including: the common distance to the end of the segment, the individual distance to the end of the segment, the segment type, the type of the final segment...
- build the classification by using CRFs
- implement several data formatting and output features
- support different training strategies: bag-of-words, word-features, binary, POS-features...
- integrate with the CRF++
KEYMACRO Description:
A command line tool designed to implement the Conditional Random Fields (CRF) method for segmentation. The program has many command line options and features but its main characteristics are:
- run CRFs in the native language of the input data (command line parameters are transposed to the input language). This way it's possible to create a model trained with the data in English but run it on the data in French, Spanish or a77f14ba26 benehely
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