Bederson and resnik june 2010

Translation as a Collaborative Activity
Benjamin B. Bederson & Philip Resnik
Computer Science Department
Human-Computer Interaction Lab
Department of Linguistics
Computational Linguistics and Information Processing Lab
University of Maryland

Languages on Internet by Population
Source: Global Reach, Internet World Stats

International Children’s Digital Library
www.childrenslibrary.org

A real-world problem: ICDL
Now
4,386 books
54 languages
Some translations in a few languages
49,420 adults, 29,102 children registered
~100K unique visitors/month
Goal
10,000 books
100 languages
Every book in every language!

Machine Translation (MT)
(餐厅= restaurant, dining hall)
Large volume, cheap, fast
Unreliable quality

Professional Translators
High quality, but slow and expensive
(even for common language pairs)

Amateur Translators

The key idea

Translation with the Crowd
Translate with the MonolingualCrowd
vs. 75,000 contributors
Wikipedia: 800 translators

Machine
Translation
Monolingual
Human
Participation
Affordability
Amateur Bilingual Human Participation
Professional Bilingual Human Participation
Quality

Monolingual translation protocol
Original source sentence
Noisy target hypothesis
F0
E0
MT
Monolingual post-editing
Fluent target hypothesis
Noisy back translation
E1
MT
F1
HTER editing
F2
Fluent, accurate
E2
MT
Et cetera…

Monolingual translation protocol
Each participant is performing a monolingual task:
Infer partner’s intended meaning as well as possible
Express that meaning grammatically in own language
Source language participant has extra constraint:
Expressed meaning must match source sentence
Conflict? Original meaning wins

Three Types of Errors
detectable and correctable
Tout le monde doit entendre l'histoire de Cendrillon.
MT
Everybody must to hear story about Cinderella
Everybody must hear the story about Cinderella

detectable but not correctable
MT
Everybody must heard the business by Cinderella
?

not detectable
MT
Everybody loves the story about Cinderella

Enrich Translations
Increase redundancy and shared context …
… to help make detectable errors correctable
… to help make undetectable errors detectable

MT
MT
MT
enrichment

MT
MT
MT
enrichment
MT

Web link
Image
Mark ok
Mark problematic

Preliminary validation of the protocol
Language pair: Russian to Chinese
Hard case: no orthographic cues
Easy to find local volunteers
Two Russian speakers and four Chinese speakers
Four Russian-Chinese translation pairs (Russians twice)
One hour per pair
Worked on 44 sentences (6 pages), finished 28
= ~8.5 minutes per sentence (~1 word per minute)
N.B. average translators: ~2500 words per 8hr day
(= ~5 words per minute)

Google Translate …

… Monotrans

Ishida, Lin and colleagues at Kyoto University Department of Social Informatics have independently developed a very similar back-and-forth protocol.In their protocol, there is no enrichment to increase redundancy: if the target participant cannot make sense of the whole sentence, he or she requests that the entire original sentence be rephrased.

Global Internet User Population
Source: http://www.internetworldstats.com/stats7.htm

Announced a Popular Movement for the Liberation of Sudan to withdraw its candidate in the presidential elections scheduled in April this as confirmation of the leaders in the movement.
اعلنتالحركةالشعبيةلتحريرالسودانسحبمرشحهافيالانتخاباتالرئاسيةالمقرراجراؤهافينيسان/ابريلالجاري،حسبتاكيداتلقياديينفيالحركة.
Announced SPLM withdraw its candidate in the presidential elections in April by assurances to leaders in the movement.
http://news.bbc.co.uk/2/hi/africa/8597996.stm

Do I really need to worry about this?

With some things, it’s very hard to say no.

Callison-Burch (2005)

Enriching context
Pplrrllygdtgttngmstfthmnngrght, vnfrmdfcnt txt.
{minus,weak,deficient}

One more observation
The original source sentence is not the only way the intended meaning could have been expressed.
Suppose this phrasing is difficult to translate correctly
a restaurant close by
Perhaps one of these alternatives can be more successful

Polls indicate Brown, a state senator, and Coakley, Massachusetts’ Attorney General, are locked in a virtual tie to fill the late Sen. Ted Kennedy’s Senate seat
Les sondagesindiquent Brown, un s énateurd’ ´ etat, et Coakley, Massachusetts’ Procureurgénéral, sontenferm´ esdansunecravatevirtuel à remplir le regrettés énateur Ted Kennedy’s siège au Sénat.
Les sondagesindiquent Brown, un sénateurd’ ´ etat, et Coakley, Massachusetts’ Procureurgénéral, sontenfermésdansunecravatevirtuel à remplir le regrettésénateur Ted Kennedy’ssiège au Sénat.
Polls indicate that Brown, a state senator, and Coakley,the Attorney General of Massachusetts, are locked in a virtual tie to fill the Senate seat of the Sen. Ted Kennedy, who died recently.
Les sondagesindiquentque Brown, un s ´ enateurd’ ´ etat, et Coakley, le procureurg énéral du Massachusetts, sontenferm´ esdansunecravatevirtuelpourvoir le sige au Sénat de Sen. Ted Kennedy, qui estd´ ecédérécemment

Automatically determining where the errors are
NP
NP
PP
F
visit Jupiter
to
was the Pluto-bound new horizons spacecraft
probe
The most recent
Mismatches?
D
S
F’
visit Jupiter
was the Pluto-bound new horizons spacecraft
The latest
research
MT
MT
the most recent probe to visit jupiterwas the pluto-bound new horizons spacecraft
E

the press trust of india quoted
the government minister for relief and rehabilitation kadam
kadam, the government’s relief and rehabilitation minister (2/3)
the government minister concerned with relief and rehabiliationkadam (1/3)
as revealing today that in the last week, the monsoon has started in
all of india’s states one
every one of india’s state, one (3/3)
each of India’s states one (2/3)
all states of india one (1/3)
after another, and that the financial losses and casualties have been serious in all areas. just in maharashtra, the state which includes
mumbai, india’s largest city,
india's largest city, mumbai (3/3)
the largest city in India, Mumbai, (3/3)
mumbai, the largest city of india, (3/3)
the number of people
known to have died
who died (3/3)
identified to have died (2/3)
known to have passed away (2/3)
has now reached 358.
For 31% of the sentences in an English-to-Chinese experiment, at least one new version of the sentence leads to better translation.
Often the gains are quite substantial.

Les sondagesindiquent Brown, un s énateurd’ ´ etat, et Coakley, Massachusetts’ Procureurgénéral, sontenferm´ esdansunecravatevirtuel à remplir le regrettés énateur Ted Kennedy’s siège au Sénat.
Les sondagesindiquent Brown, un sénateurd’ ´ etat, et Coakley, Massachusetts’ Procureurgénéral, sontenfermésdansunecravatevirtuel à remplir le regrettésénateur Ted Kennedy’ssiège au Sénat.
Polls indicate that Brown, a state senator, and Coakley,the Attorney General of Massachusetts, are locked in a virtual tie to fill the Senate seat of the Sen. Ted Kennedy, who died recently.
Les sondagesindiquentque Brown, un s ´ enateurd’ ´ etat, et Coakley, le procureurg énéral du Massachusetts, sontenferm´ esdansunecravatevirtuelpourvoir le sige au Sénat de Sen. Ted Kennedy, qui estd´ ecédérécemment

Where to from here?
Larger and more formal validation of the protocol
Exploring the space of richer annotations
Reconsidering UI for:
Ease of use
Throughput
Parallel, multi-person contribution
Exploring the space of automatic and human error detection and paraphrase

Collaborators and Sponsors
Chang Hu
CS Ph.D. student
Olivia Buzek
CS/Linguistics undergrad
Alex Quinn
CS Ph.D. student
Yakov Kronrod
Linguistics Ph.D. student

Bederson and resnik june 2010

by University of Maryland on Jun 11, 2010

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Bederson and resnik june 2010 — Presentation Transcript