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Home Computer Science and Engineering Computational Linguistics Computing in Social Science, Arts and Humanities Machine Translation

Conference Paper PDF Available

Linguistically Annotated BTG for Statistical Machine Translation

Bracketing Transduction Grammar (BTG) is a natural choice for effective integration of desired linguistic knowledge into sta- tistical machine translation (SMT). In this paper, we propose a Linguistically Anno- tated BTG (LABTG) for SMT. It conveys linguistic knowledge of source-side syn- tax structures to BTG hierarchical struc- tures through linguistic annotation. From the linguistically annotated data, we learn annotated BTG rules and train linguisti- cally motivated phrase translation model and reordering model. We also present an annotation algorithm that captures syntac- tic information for BTG nodes. The ex- periments show that the LABTG approach significantly outperforms a baseline BTG- based system and a state-of-the-art phrase- based system on the NIST MT-05 Chinese- to-English translation task. Moreover, we empirically demonstrate that the proposed method achieves better translation selec- tion and phrase reordering.

https://www.researchgate.net/publication/221102772_Linguistically_Annotated_BTG_for_Statistical_Machine_Translation

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[RR] Red, Red

>>23003007

https://www.crowell.com/en/professionals/michael-k-atkinson

Talking intelligently

WorldECR in conversation with Crowell partner and former US IG for Intelligence, Michael Atkinson

Before 2024 ended,

WorldECR was delighted

that Michael Atkinson

could take time out to

explain his previous role as

Inspector General of the US

Intelligence Community in

the Office of the Director

of National Intelligence, to

discuss similarities between

sanctions and export control

investigations and those around

other national security and

white collar crime matters,

and to map out the changing

national security landscape

– all of critical interest to

compliance and security

professionals as a new year, and

a new US administration, begin

to take shape.

In President Trump’s first

term, Atkinson explains,

Trump nominated him to

be the Inspector General of

the Intelligence Community1

– an appointment that was

subsequently approved by

the Senate Select Intelligence

Committee, and by the US

Senate. He started in that

position in May of 2018 and

held the post until May of 2020.

In that role, Atkinson had

jurisdiction over what were then

the complete suite of 17, now 18

departments and agencies that

comprise the US intelligence

community. In such capacity,

he says, he ‘could look at any

programme or any operation or

activity across the intelligence

community enterprise.’

As a ‘typical IG office’,

says Atkinson, it had (and

has) ‘divisions for audits,

inspections and evaluations,

for investigations, and it had

its own GC office… And it had

a really important role in the

intelligence community dealing

with whistleblowers.

moar

PDF

https://www.crowell.com/a/web/5RoH2M2jgcU9eMf5qLsBB1/worldecr-136-february-2025-interview_pp18-20.pdf

>>23003042

Country Wide, should be SHUT DOWN

It is the Worlds LARGEST CHILD TRAFFICKING OP, which is RUN BY OUR GOVERNEMENT.

Funded by TAXPAYERS

TERRORIST ORG

HRC

EVERGREEN

CLINTON FOUNDATION

CHAI

USA Chair