Home » Uncategories » Moses-support Digest, Vol 109, Issue 21

Moses-support Digest, Vol 109, Issue 21

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moses-support@mit.edu

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When replying, please edit your Subject line so it is more specific
than "Re: Contents of Moses-support digest..."


Today's Topics:

1. manipulating jamfile (koormoosh)
2. changing the jamfile for integrating LM (koormoosh)
3. Re: Moses-support Digest, Vol 109, Issue 19 (Tomasz Gawryl)


----------------------------------------------------------------------

Message: 1
Date: Thu, 12 Nov 2015 10:33:19 +1100
From: koormoosh <koormoosh@gmail.com>
Subject: [Moses-support] manipulating jamfile
To: Hieu Hoang <hieuhoang@gmail.com>
Cc: moses-support@mit.edu
Message-ID:
<CAN3_CDi4NC4g3CrjetAr8vF_J=y_Ejg=ZRY1uHcOfctyrV-0ug@mail.gmail.com>
Content-Type: text/plain; charset="utf-8"

Hi,

I am manipulating the jamfile to integrate my lm into moses. This is what I
have added to the jamfile:

local with-mylm = [ option.get "with-mylm" ] ;
if $(with-mylm) {
lib mylm-lib : : <search>$(with-mylm)/lib ;
...
}

and everything is fine and it picks up the includes, etc except that it
complains about the mylm-lib:

gcc.link moses-cmd/bin/gcc-4.9.2/release/link-static/threading-multi/moses
/usr/bin/ld: cannot find *-lmylm-lib*
collect2: error: ld returned 1 exit status

Am I doing something wrong? The path is correct, but for some reason it
doesn't take the mylm-lib.

On Sat, Nov 7, 2015 at 10:33 PM, Hieu Hoang <hieuhoang@gmail.com> wrote:

> it's been a while since anyone looked at the SRILM code. It should still
> work but I can't remember exactly whats going on
>
> On 05/11/2015 14:04, koormoosh wrote:
>
> I am integrating my LM in mosesdecoder. I started by looking into the
> Skeleton files, and the SRI code. Things are clear except for these lines
> in SRI.cpp which I cannot wrap my head around them:
>
> ngram[count] = Vocab_None;
> ....
> if (finalState) {
> ngram[0] = lmId;
> unsigned int dummy;
> *finalState = m_srilmModel-
>
> assuming that lmId is the id of the last word of the sequence, I don't
> understand the functionality of finalState (probably because I lack the MT
> background). I wonder if you could kindly clarify these things if you are
> familiar with LM integration, or SRI integration in specific:
>
> *1) why are we adding ngram[count] = Vocab_None*
>
>
>
>
> *i guess this is initialising the array element. eg. if your LM is a
> trigram but you only want to calculate the score for a unigram, then set
> the 1st element in the array to the word, and the other elements to
> Vocab_None. This is how SRILM does it, you don't have to follow the same
> design in your LM *
>
>
> *2) what is being checked in the if-condition if(finalState), *
>
> *Don't know*
>
>
> *3) what is happenning in: *finalState =
> m_srilmModel->contextID(ngram, dummy);*
>
>
>
>
>
>
>
>
>
>
> *This is state information required by the decoder to decide whether to
> recombine the hypothesis with another hypothesis. For the language model,
> if the trigram is a b c The state information is a unique id for the
> BIGRAM 'b c'. This could be the hash of the bigram, the memory address of
> the node where is bigram is stored, or the string itself. As long as it is
> different from 'b d, 'd e' etc. This is the basic description - there are
> some optimization you can do, but its important you understand this 1st. I
> recommend looking at Philipp Koehn's book. This paper describe a similar
> thing, but for syntactic MT
> https://kheafield.com/professional/edinburgh/left_paper.pdf
> <https://kheafield.com/professional/edinburgh/left_paper.pdf> *
>
>
> Thank you!
>
>
> _______________________________________________
> Moses-support mailing listMoses-support@mit.eduhttp://mailman.mit.edu/mailman/listinfo/moses-support
>
>
> --
> Hieu Hoanghttp://www.hoang.co.uk/hieu
>
>
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------------------------------

Message: 2
Date: Thu, 12 Nov 2015 21:40:57 +1100
From: koormoosh <koormoosh@gmail.com>
Subject: [Moses-support] changing the jamfile for integrating LM
To: Hieu Hoang <hieuhoang@gmail.com>, moses-support@mit.edu
Message-ID:
<CAN3_CDj6xwg0CLZdVVFpb+HD5v22HDsUJ3=LKpnZi_BZ_VCH2Q@mail.gmail.com>
Content-Type: text/plain; charset="utf-8"

Hi Hieu,

I've created MYLM.cpp, MYLM.h and defined them in FF/Factory.cpp. It turns
out that I also need to change the jamfile but it is not clear how to do
it. I looked at others and tried to add something similar but the "lib"
part keeps fails the build process. Here is what I added to the jamfile:

#MYLM
local with-mylm = [ option.get "with-mylm" ] ;
if $(with-mylm) {
lib mylm-lib : : <search>$(with-mylm)/external/toolkit/lib ;
obj MYLM.o : MYLM.cpp ..//headers : <include>$(with-mylm)/include ;
alias mylm : MYLM.o mylm-lib : : : <define>LM_MY ;
dependencies += mylm ;
lmmacros += LM_MY ;
}

*After calling:*

./bjam --with-boost=/LM/mosesdecoder/boost_1_55_0 -j8
--with-mylm=/MYLANGMOD/ toolset=gcc cxxflags="-std=c++11"

*I get this error:*
gcc.link moses-cmd/bin/gcc-4.9.2/release/link-static/threading-multi/moses
/usr/bin/ld: cannot find -lmylm-lib
collect2: error: ld returned 1 exit status

I cannot interpret the error as any solutions I tried have failed. Any
comments?
Thanks!
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------------------------------

Message: 3
Date: Thu, 12 Nov 2015 14:40:18 +0100
From: "Tomasz Gawryl" <tomasz.gawryl@skrivanek.pl>
Subject: Re: [Moses-support] Moses-support Digest, Vol 109, Issue 19
To: <moses-support@mit.edu>
Message-ID: <013401d11d4f$ab3627d0$01a27770$@skrivanek.pl>
Content-Type: text/plain; charset="iso-8859-2"

Hi Ulrich,

I have a question about Moses server too. I'm testing it as a wrapper for
Across server to check pre-translation possibilities. It generally works but
there is one problem. Input segments are translated without tokenization, so
every word close to special character (for example `this is small house.`)
remains untranslated ('to jest ma?y house.'). I was searching list archive
and I found similar question here:
http://comments.gmane.org/gmane.comp.nlp.moses.user/14020 but for me it's
not yet answered. I would appreciate any information on this subject.

Best regards,
Tomek

-----Original Message-----
From: moses-support-bounces@mit.edu [mailto:moses-support-bounces@mit.edu]
On Behalf Of moses-support-request@mit.edu
Sent: Wednesday, November 11, 2015 10:31 AM
To: moses-support@mit.edu
Subject: Moses-support Digest, Vol 109, Issue 19

Send Moses-support mailing list submissions to
moses-support@mit.edu

To subscribe or unsubscribe via the World Wide Web, visit
http://mailman.mit.edu/mailman/listinfo/moses-support
or, via email, send a message with subject or body 'help' to
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You can reach the person managing the list at
moses-support-owner@mit.edu

When replying, please edit your Subject line so it is more specific than
"Re: Contents of Moses-support digest..."


Today's Topics:

1. Re: use placeholder with mosesserver (Ulrich Germann)
2. Re: use placeholder with mosesserver (Evgeny Matusov)


----------------------------------------------------------------------

Message: 1
Date: Wed, 11 Nov 2015 01:58:40 +0000
From: Ulrich Germann <ulrich.germann@gmail.com>
Subject: Re: [Moses-support] use placeholder with mosesserver
To: Evgeny Matusov <ematusov@apptek.com>
Cc: "moses-support@mit.edu" <moses-support@mit.edu>
Message-ID:
<CAHQSRUojZBwQie_+1-Si7i7E1CMYT3Tq4gcfL-2ge2bgGD6L+g@mail.gmail.com>
Content-Type: text/plain; charset="utf-8"

Hi all,

I've just pushed what I believe might address a few of the issues in this
thread:

- the more fine-grained configuration options for request handling and
queuing, server timeouts etc. (added in August due to threading issue) have
been transferred to the main moses executable.

- the server now pays attention to the xml-input option specified via json;
the range of accepted values is the same as when specified on the command
line. I have not written the xml-input handling and do not actively use it,
so it may or may not work. I don't think there are any regression tests that
test this right now. Reports from the trenches are welcome.

- mosesserver.cpp is deprecated. It is now merely a shell around the regular
moses call with --server. I did not remove it from the code base entirely,
as I assume that there's a plethora of setups out there that rely on the
existence of mosesserver. What the wrapper does is add --server to the
options and then call run regular moses.

- anyone adding stuff to mosesserver.cpp from now on owes me a lifetime
supply of the finest Laphroaig. Just send me a quarter cask every year for
Burns Nicht for the rest of my life if you do. If I haven't pushed anything
for two years, you may assume I'm dead.


- Uli

On Tue, Nov 10, 2015 at 2:58 PM, Ulrich Germann <ulrich.germann@gmail.com>
wrote:

> Hi all,
>
> mosesserver is deprecated and should not be used any more. I'll
> transfer the threading-related changes to the server implementation in
> the regular moses executable and let you know once I'm done so that
> other things (like
> passthrough) can be added. By the looks of it, the changes are fairly
> straightforward, so it shouldn't take long. However, I can't guarantee
> that the new server will do everything the old server did, (or do it
> the same way).
>
> It would be fantastic if a few people could design and contribute test
> cases so that we can do some regression testing for the server.
> Ideally a test case should provide:
>
> - tiny models to work with (or we may be able to recycle some that
> already
> exist)
> - sample input (json)
> - expected output (json)
>
> Cheers - Uli
>
> On Tue, Nov 10, 2015 at 11:37 AM, Evgeny Matusov <ematusov@apptek.com>
> wrote:
>
>>
>> Hi,
>>
>> can any of the more active recent developers advise what is the
>> latest stable mosesserver implementation?
>>
>> It seems to be the one in moses/server, but the one in in
>> contrib/server/mosesserver.cpp has been updated in August of this
>> year with an important fix related to multiple threads:
>>
>>
>> https://github.com/moses-smt/mosesdecoder/commit/3c682fa8b05af6bff1a0
>> 9f420141795875cf9685
>> https://www.mail-archive.com/moses-support%40mit.edu/msg12875.html
>>
>> As Gregor mentioned, we would like to share our fix so that
>> Mosesserver correctly supports placeholders. I want to make sure that
>> this is a fix for something that many people use without problems.
>>
>> Thanks,
>> Evgeny.
>>
>>
>> ________________________________________
>> From: moses-support-bounces@mit.edu <moses-support-bounces@mit.edu>
>> on behalf of moses-support-request@mit.edu
>> <moses-support-request@mit.edu>
>> Sent: Monday, November 9, 2015 6:02 PM
>> To: moses-support@mit.edu
>> Subject: Moses-support Digest, Vol 109, Issue 16
>>
>> Send Moses-support mailing list submissions to
>> moses-support@mit.edu
>>
>> To subscribe or unsubscribe via the World Wide Web, visit
>> http://mailman.mit.edu/mailman/listinfo/moses-support
>> or, via email, send a message with subject or body 'help' to
>> moses-support-request@mit.edu
>>
>> You can reach the person managing the list at
>> moses-support-owner@mit.edu
>>
>> When replying, please edit your Subject line so it is more specific
>> than "Re: Contents of Moses-support digest..."
>>
>>
>> Today's Topics:
>>
>> 1. Question about output alignment info (Marta Ruiz)
>> 2. Re: use placeholder with mosesserver (Leusch, Gregor)
>>
>>
>> ---------------------------------------------------------------------
>> -
>>
>> Message: 1
>> Date: Mon, 9 Nov 2015 16:10:26 +0100
>> From: Marta Ruiz <martaruizcostajussa@gmail.com>
>> Subject: [Moses-support] Question about output alignment info
>> To: moses-support@mit.edu
>> Message-ID:
>> <CABEBqHLL=
>> VRajG5BtD3AmFvMhpCYNDA3NJ-0ynyQWf3XUzdz-A@mail.gmail.com>
>> Content-Type: text/plain; charset="utf-8"
>>
>> Hi all,
>>
>> When I use the option "-alignment-output-file [file]", I get just a
>> few alignments. Most sentences are in blank, except some that have
>> one alignment...
>>
>> best,
>> Marta
>>
>>
>>
>>
>> --
>> Marta Ruiz Costa-juss?
>> martaruizcostajussa@gmail.com
>> http://www.costa-jussa.com
>> -------------- next part -------------- An HTML attachment was
>> scrubbed...
>> URL:
>> http://mailman.mit.edu/mailman/private/moses-support/attachments/2015
>> 1109/4da5ec6d/attachment-0001.html
>>
>> ------------------------------
>>
>> Message: 2
>> Date: Mon, 9 Nov 2015 15:37:32 +0000
>> From: "Leusch, Gregor" <gleusch@ebay.com>
>> Subject: Re: [Moses-support] use placeholder with mosesserver
>> To: Vito Mandorino <vito.mandorino@linguacustodia.com>, moses-support
>> <moses-support@mit.edu>
>> Message-ID: <D2667743.9F24%gleusch@ebay.com>
>> Content-Type: text/plain; charset="utf-8"
>>
>> Hi,
>>
>> we saw the same issue a while ago in an older version of Moses.
>> Mosesserver and moses use different routines to parse the input
>> string; in particular the code in mosesserver did not parse
>> placeholders input correctly. It seems to me that this is fixed in
>> the most recent version of mosesserver (though I have not tested
>> this; I just looked at the code); in addition, our team is currently
>> discussing whether it makes sense to make available our patches to
>> the mosesserver code either on the version we are using, or on a more
recent version, available end of this week.
>>
>> Best,
>>
>> Gregor
>>
>>
>>
>>
>> From:
>> <moses-support-bounces@mit.edu<mailto:moses-support-bounces@mit.edu>>
>> on behalf of Vito Mandorino <vito.mandorino@linguacustodia.com<mailto:
>> vito.mandorino@linguacustodia.com>>
>> Date: Friday 6 November 2015 16:22
>> To: moses-support
>> <moses-support@mit.edu<mailto:moses-support@mit.edu>>
>> Subject: [Moses-support] use placeholder with mosesserver
>>
>> Dear all,
>>
>> I have been unsuccessful so far in using the placeholder approach
>> with mosesserver. The translated segments contain the placeholder
>> token @num@ instead of numbers.
>> Do you know how to get the numbers in the output?
>>
>> Many thanks,
>>
>> Vito Mandorino
>>
>>
>> --
>> M. Vito MANDORINO -- Chief Scientist
>>
>>
>> [Description?: Description?: lingua_custodia_final full logo]
>>
>> The Translation Trustee
>>
>> 1, Place Charles de Gaulle, 78180 Montigny-le-Bretonneux
>>
>> Tel : +33 1 30 44 04 23 Mobile : +33 6 84 65 68 89
>>
>> Email : vito.mandorino@linguacustodia.com<mailto:
>> massinissa.ahmim@linguacustodia.com>
>>
>> Website : www.linguacustodia.com<http://www.linguacustodia.com/> -
>> www.thetranslationtrustee.com <http://www.thetranslationtrustee.com/>
>>
>>
>> -------------- next part -------------- An HTML attachment was
>> scrubbed...
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>> scrubbed...
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>> Type: image/jpeg
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>> 1109/c046c74c/attachment-0001.jpg
>>
>> ------------------------------
>>
>> _______________________________________________
>> Moses-support mailing list
>> Moses-support@mit.edu
>> http://mailman.mit.edu/mailman/listinfo/moses-support
>>
>>
>> End of Moses-support Digest, Vol 109, Issue 16
>> **********************************************
>> _______________________________________________
>> Moses-support mailing list
>> Moses-support@mit.edu
>> http://mailman.mit.edu/mailman/listinfo/moses-support
>>
>>
>
>
> --
> Ulrich Germann
> Senior Researcher
> School of Informatics
> University of Edinburgh
>



--
Ulrich Germann
Senior Researcher
School of Informatics
University of Edinburgh
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Message: 2
Date: Wed, 11 Nov 2015 09:30:21 +0000
From: Evgeny Matusov <ematusov@apptek.com>
Subject: Re: [Moses-support] use placeholder with mosesserver
To: "ugermann@inf.ed.ac.uk" <ugermann@inf.ed.ac.uk>
Cc: "moses-support@mit.edu" <moses-support@mit.edu>
Message-ID:

<BN3PR08MB19850F1DF1B9303939007BC7AC130@BN3PR08MB1985.namprd08.prod.outlook.
com>

Content-Type: text/plain; charset="iso-8859-1"

Hi Uli,


thanks a lot! We will try to add some test cases for Mosesserver, including
XML input with/without placeholders.


Best,

Evgeny.


________________________________
From: Ulrich Germann <ulrich.germann@gmail.com>
Sent: Wednesday, November 11, 2015 2:58 AM
To: Evgeny Matusov
Cc: moses-support@mit.edu
Subject: Re: [Moses-support] use placeholder with mosesserver

Hi all,

I've just pushed what I believe might address a few of the issues in this
thread:

- the more fine-grained configuration options for request handling and
queuing, server timeouts etc. (added in August due to threading issue) have
been transferred to the main moses executable.

- the server now pays attention to the xml-input option specified via json;
the range of accepted values is the same as when specified on the command
line. I have not written the xml-input handling and do not actively use it,
so it may or may not work. I don't think there are any regression tests that
test this right now. Reports from the trenches are welcome.

- mosesserver.cpp is deprecated. It is now merely a shell around the regular
moses call with --server. I did not remove it from the code base entirely,
as I assume that there's a plethora of setups out there that rely on the
existence of mosesserver. What the wrapper does is add --server to the
options and then call run regular moses.

- anyone adding stuff to mosesserver.cpp from now on owes me a lifetime
supply of the finest Laphroaig. Just send me a quarter cask every year for
Burns Nicht for the rest of my life if you do. If I haven't pushed anything
for two years, you may assume I'm dead.


- Uli

On Tue, Nov 10, 2015 at 2:58 PM, Ulrich Germann
<ulrich.germann@gmail.com<mailto:ulrich.germann@gmail.com>> wrote:
Hi all,

mosesserver is deprecated and should not be used any more. I'll transfer the
threading-related changes to the server implementation in the regular moses
executable and let you know once I'm done so that other things (like
passthrough) can be added. By the looks of it, the changes are fairly
straightforward, so it shouldn't take long. However, I can't guarantee that
the new server will do everything the old server did, (or do it the same
way).

It would be fantastic if a few people could design and contribute test cases
so that we can do some regression testing for the server. Ideally a test
case should provide:

- tiny models to work with (or we may be able to recycle some that already
exist)
- sample input (json)
- expected output (json)

Cheers - Uli

On Tue, Nov 10, 2015 at 11:37 AM, Evgeny Matusov
<ematusov@apptek.com<mailto:ematusov@apptek.com>> wrote:

Hi,

can any of the more active recent developers advise what is the latest
stable mosesserver implementation?

It seems to be the one in moses/server, but the one in in
contrib/server/mosesserver.cpp has been updated in August of this year with
an important fix related to multiple threads:

https://github.com/moses-smt/mosesdecoder/commit/3c682fa8b05af6bff1a09f42014
1795875cf9685
https://www.mail-archive.com/moses-support%40mit.edu/msg12875.html

As Gregor mentioned, we would like to share our fix so that Mosesserver
correctly supports placeholders. I want to make sure that this is a fix for
something that many people use without problems.

Thanks,
Evgeny.


________________________________________
From: moses-support-bounces@mit.edu<mailto:moses-support-bounces@mit.edu>
<moses-support-bounces@mit.edu<mailto:moses-support-bounces@mit.edu>> on
behalf of
moses-support-request@mit.edu<mailto:moses-support-request@mit.edu>
<moses-support-request@mit.edu<mailto:moses-support-request@mit.edu>>
Sent: Monday, November 9, 2015 6:02 PM
To: moses-support@mit.edu<mailto:moses-support@mit.edu>
Subject: Moses-support Digest, Vol 109, Issue 16

Send Moses-support mailing list submissions to
moses-support@mit.edu<mailto:moses-support@mit.edu>

To subscribe or unsubscribe via the World Wide Web, visit
http://mailman.mit.edu/mailman/listinfo/moses-support
or, via email, send a message with subject or body 'help' to
moses-support-request@mit.edu<mailto:moses-support-request@mit.edu>

You can reach the person managing the list at
moses-support-owner@mit.edu<mailto:moses-support-owner@mit.edu>

When replying, please edit your Subject line so it is more specific than
"Re: Contents of Moses-support digest..."


Today's Topics:

1. Question about output alignment info (Marta Ruiz)
2. Re: use placeholder with mosesserver (Leusch, Gregor)


----------------------------------------------------------------------

Message: 1
Date: Mon, 9 Nov 2015 16:10:26 +0100
From: Marta Ruiz
<martaruizcostajussa@gmail.com<mailto:martaruizcostajussa@gmail.com>>
Subject: [Moses-support] Question about output alignment info
To: moses-support@mit.edu<mailto:moses-support@mit.edu>
Message-ID:

<CABEBqHLL=VRajG5BtD3AmFvMhpCYNDA3NJ-0ynyQWf3XUzdz-A@mail.gmail.com<mailto:V
RajG5BtD3AmFvMhpCYNDA3NJ-0ynyQWf3XUzdz-A@mail.gmail.com>>
Content-Type: text/plain; charset="utf-8"

Hi all,

When I use the option "-alignment-output-file [file]", I get just a few
alignments. Most sentences are in blank, except some that have one
alignment...

best,
Marta




--
Marta Ruiz Costa-juss?
martaruizcostajussa@gmail.com<mailto:martaruizcostajussa@gmail.com>
http://www.costa-jussa.com
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Message: 2
Date: Mon, 9 Nov 2015 15:37:32 +0000
From: "Leusch, Gregor" <gleusch@ebay.com<mailto:gleusch@ebay.com>>
Subject: Re: [Moses-support] use placeholder with mosesserver
To: Vito Mandorino
<vito.mandorino@linguacustodia.com<mailto:vito.mandorino@linguacustodia.com>
>, moses-support
<moses-support@mit.edu<mailto:moses-support@mit.edu>>
Message-ID:
<D2667743.9F24%gleusch@ebay.com<mailto:D2667743.9F24%25gleusch@ebay.com>>
Content-Type: text/plain; charset="utf-8"

Hi,

we saw the same issue a while ago in an older version of Moses. Mosesserver
and moses use different routines to parse the input string; in particular
the code in mosesserver did not parse placeholders input correctly. It seems
to me that this is fixed in the most recent version of mosesserver (though I
have not tested this; I just looked at the code); in addition, our team is
currently discussing whether it makes sense to make available our patches to
the mosesserver code either on the version we are using, or on a more recent
version, available end of this week.

Best,

Gregor




From:
<moses-support-bounces@mit.edu<mailto:moses-support-bounces@mit.edu><mailto:
moses-support-bounces@mit.edu<mailto:moses-support-bounces@mit.edu>>> on
behalf of Vito Mandorino
<vito.mandorino@linguacustodia.com<mailto:vito.mandorino@linguacustodia.com>
<mailto:vito.mandorino@linguacustodia.com<mailto:vito.mandorino@linguacustod
ia.com>>>
Date: Friday 6 November 2015 16:22
To: moses-support
<moses-support@mit.edu<mailto:moses-support@mit.edu><mailto:moses-support@mi
t.edu<mailto:moses-support@mit.edu>>>
Subject: [Moses-support] use placeholder with mosesserver

Dear all,

I have been unsuccessful so far in using the placeholder approach with
mosesserver. The translated segments contain the placeholder token @num@
instead of numbers.
Do you know how to get the numbers in the output?

Many thanks,

Vito Mandorino


--
M. Vito MANDORINO -- Chief Scientist


[Description?: Description?: lingua_custodia_final full logo]

The Translation Trustee

1, Place Charles de Gaulle, 78180 Montigny-le-Bretonneux

Tel : +33 1 30 44 04 23<tel:%2B33%201%2030%2044%2004%2023> Mobile : +33 6
84 65 68 89<tel:%2B33%206%2084%2065%2068%2089>

Email :
vito.mandorino@linguacustodia.com<mailto:vito.mandorino@linguacustodia.com><
mailto:massinissa.ahmim@linguacustodia.com<mailto:massinissa.ahmim@linguacus
todia.com>>

Website :
www.linguacustodia.com<http://www.linguacustodia.com><http://www.linguacusto
dia.com/> -
www.thetranslationtrustee.com<http://www.thetranslationtrustee.com>
<http://www.thetranslationtrustee.com/>


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--
Ulrich Germann
Senior Researcher
School of Informatics
University of Edinburgh



--
Ulrich Germann
Senior Researcher
School of Informatics
University of Edinburgh
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