Hi Ayah,

there isn't a lot of documentation for GHKM support in Moses, but I'd recommend 
taking a look at the following:

1. The extract-ghkm help message, which you can view by running 
"/path/to/moses/bin/extract-ghkm -h".  This describes the program's options.

2. The following WMT12 system description paper provides some implementation 
details as well as a description of Edinburgh's GHKM-based English-to-German 
string-to-tree system:

    http://www.aclweb.org/anthology/W/W12/W12-3150.pdf

3. Rico Sennrich has made available the EMS config and various scripts used to 
build Edinburgh's 2014 and 2015 English-to-German string-to-tree systems.  See 
his Git repository here:
 
    https://github.com/rsennrich/wmt2014-scripts

Whether you will see better or worse BLEU scores depends on exactly what you're 
comparing it to.  If you are currently using Moses' extract-rules program to 
extract rules with syntactic annotation (on either the source or target side) 
then there is a good chance you will get better results with GHKM.

The main changes since 2.1 are support for soft source-syntactic constraints -- 
see the following paper for details:

    http://www.aclweb.org/old_anthology/W/W14/W14-4018.pdf

and support for extraction of tree-to-string STSG rules.  Moses 2.1 is quite 
old now, so it's probably worth upgrading anyway.  Either to Moses 3 or to the 
latest GitHub.  The GitHub code contains a lot of improvements since version 3. 
 It's pretty stable and if you do find a problem then report it here and it 
will probably be fixed quickly.

Phil

> On 29 Feb 2016, at 18:10, Ayah ElMaghraby <[email protected]> wrote:
> 
> Hello,
> I am still using moses 2.1 but I am intrigued about GHKM algorithm support in 
> 2.1. I can’t find any documentation for it yet but I can see it is 
> implemented. 
> Shall I use it should I expect worse BLEU scores for language like Arabic 
> than default extraction algorithm?
> Shall I upgrade to Moses 3 for better implementation of GHKM?
>  
> Regards,
> Ayah ElMaghraby
>  
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