Yes, that's correct.  At minimum, you want to train the language model  
on the target language half of your parallel corpus, but you can also  
add data from other non-parallel sources to improve performance.  For  
an extreme example see:
http://aclweb.org/anthology-new/D/D07/D07-1090.pdf


Cheers
Adam

On 17 Jul 2008, at 08:53, Vineet Kashyap wrote:

> Hi all
>
> Can someone please clarify that the language model
> is trained on the target language whereas the translation
> model is trained on the bi-lingual corpus ?
>
> Thanks
>
> Vineet
>
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