This project, currently in its early stages, aims to implement N-gram counting, smoothing, and interpolation. The project may eventually incorporate a number of smoothing methods, but initially it will incorporate just one, which is not a standard method. It's similar in spirit but modified, interpolated Kneser-Ney, but uses the principle that the amount you discount should always be the amount that gets given to the backoff state (which makes the traditional count-of-counts stuff and the associated formulas for obtaining smoothing constants unusuable).
This gives slightly better results than KN for standard LM building, but has larger advantages for interpolation and pruning. See <a href=freelm.sf.net> here </a> for documentation.

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Categories

Linguistics

License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux

Intended Audience

Science/Research

User Interface

Command-line

Programming Language

C++

Related Categories

C++ Linguistics Software

Registered

2012-02-25