You can also simply throw away the observed alignments and compute the
optimal alignment.  But anecdotally, I haven't observed much
difference between variants of lexical weighting.
Adam

On Wed, Jun 1, 2011 at 9:34 AM, ch <[email protected]> wrote:
>  Indeed the default phrase scorer in the moses training scripts doesn't
>  conform to the definition of lexical weighting in the paper. It always
>  takes the first alignment, not the best one. There's a brief discussion
>  of this problem at the end of section 2.1 of my MT Marathon 2010 paper:
>  http://www.mt-archive.info/MTMarathon-2010-Hardmeier.pdf
>
>  Obviously, you can always train your phrase table with a different tool
>  that does use the best alignment (such as memscore, which is also
>  included in the moses distribution). There's nothing in the decoder that
>  depends on this. I don't know what impact this would have on translation
>  quality.
>
>  Best,
>  Christian
>
>  On Wed, 1 Jun 2011 15:01:51 +0200, GONG LI wrote:
>> Hi there,
>>
>> I have a question on the calculation of the lexical weighting model.
>> If a phrase pair has several different alignments, then how does
>> MOSES
>> to compute its lexical weighting score.
>> For example: in the corpus (fr-en), there is a phrase pair: (le -- it
>> the). And I can find two alignments given by GIZA++:
>> * 0-0 0-1 (at sentence No. 53493)
>> * 0-1      (at sentence No. 39167)
>>
>> The strategy of Philipp Koehn is to calculate lexical weighting score
>> for each possible alignment and take the one with maximal score.
>> For the first alignment (0-0 0-1), its lexical weighting score:
>> lex(f|e) = (w(le|it)+w(le|the))/2 = (0.0330916+0.1952182)/2=0.114155
>> For the second, (0-0), its lexical weighting score: lex(f|e) =
>> w(le|the) = 0.1952182
>> So we should takes the second alignment as the alignment between this
>> phrase pair (le -- it the).
>> However, Moses takes the first one (0-0 0-1).
>>
>> Does moses consider different alignments between a phrase pair on
>> not?
>> If yes, then how does moses choose the best alignment?
>> If no, then which alignment moses will take? (the first one, the most
>> frequent one, or other strategy)
>>
>> sincerely,
>
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