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Making Machine Translation
Services Transparent and
Convenient
LocWorld’35
Intento, Inc.
November 2017
What’s the best Cloud MT?
EN
RU
JA
DE
ES
FR
PTIT
TR
FA
ZH
PO ?
What’s the best Cloud MT?
EN
RU
JA
DE
ES
FR
PTIT
TR
FA
ZH
PO ?
• depends on the
LANGUAGE PAIR
• depends on the
DOMAIN
• changes
~MONTHLY
More here: bit.ly/mt_nov2017
Price-Quality Options
en ru ja de es fr pt it zh cs tr fi ro
en 4 6 3 2 7 1 2 6 2 4 5 2
ru 2 3 3 4 4
ja 1 4
de 8 2
es 7 4
fr 6 1 8
pt 4
it 6 2
zh 6 4
cs 2
tr 2
fi 1
ro 4
70 %
60 %
50 %
40 %
30 %
Maximal Achieved
hLEPOR score:
No. of
top-performing
MT Providers
Minimal price
for this quality,
per 1M char:
$$$ ≥$20
$$ $10-15
$ <$10
$$
$
$
$$
$$
$
$
$$$
$$$
$ $$$
$
$
$$$
$$ $$ $
$$$
$
$
$$
$
$
$$
$
$$
$$ $
$$
$
$$$
$
$$
$
More here: bit.ly/mt_nov2017
Choice of the MT Engine in
the Localization Process
CTO
Lawyer Engineer Data 

scientist
Roadmaps
Google added
more NMT, Yandex
changed the algo, also
DeepL launched, let’s
check it out!
(2 months

later)
…
Choice of the MT Engine in
the Localization Process
CTO
Lawyer Engineer Data 

scientist
Roadmaps
Google added
more NMT, Yandex
changed the algo, also
DeepL launched, let’s
check it out!
(2 months

later)
…
Should be
right here
powered by Intento
Case #1: eCommerce Platform
Catalog
Updates
User
Reviews
Continuous Delivery Process:
• 3 types of content
• 79 languages
• 500 language pairs
4 MT Services
Monthly updated
MT Engine
Performance Tables
powered by Intento
Changes, updates and new
services available instantly
Case #2: Smartcat
Translator
+
Translation
project
PEMT Workflow
10 MT Services
Dynamic MT Evaluation
top-N 

candidate 

translations
PEMT text
reference text or

post-edited effort
recommended

engine
MT Gateway
Machine Translation
Intento
https://inten.to
Konstantin Savenkov
CEO Intento, Inc.

<ks@inten.to>

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Locworld35 Process Innovation Challenge: Intento

  • 1. Making Machine Translation Services Transparent and Convenient LocWorld’35 Intento, Inc. November 2017
  • 2. What’s the best Cloud MT? EN RU JA DE ES FR PTIT TR FA ZH PO ?
  • 3. What’s the best Cloud MT? EN RU JA DE ES FR PTIT TR FA ZH PO ? • depends on the LANGUAGE PAIR • depends on the DOMAIN • changes ~MONTHLY More here: bit.ly/mt_nov2017
  • 4. Price-Quality Options en ru ja de es fr pt it zh cs tr fi ro en 4 6 3 2 7 1 2 6 2 4 5 2 ru 2 3 3 4 4 ja 1 4 de 8 2 es 7 4 fr 6 1 8 pt 4 it 6 2 zh 6 4 cs 2 tr 2 fi 1 ro 4 70 % 60 % 50 % 40 % 30 % Maximal Achieved hLEPOR score: No. of top-performing MT Providers Minimal price for this quality, per 1M char: $$$ ≥$20 $$ $10-15 $ <$10 $$ $ $ $$ $$ $ $ $$$ $$$ $ $$$ $ $ $$$ $$ $$ $ $$$ $ $ $$ $ $ $$ $ $$ $$ $ $$ $ $$$ $ $$ $ More here: bit.ly/mt_nov2017
  • 5. Choice of the MT Engine in the Localization Process CTO Lawyer Engineer Data scientist Roadmaps Google added more NMT, Yandex changed the algo, also DeepL launched, let’s check it out! (2 months later) …
  • 6. Choice of the MT Engine in the Localization Process CTO Lawyer Engineer Data scientist Roadmaps Google added more NMT, Yandex changed the algo, also DeepL launched, let’s check it out! (2 months later) … Should be right here
  • 7. powered by Intento Case #1: eCommerce Platform Catalog Updates User Reviews Continuous Delivery Process: • 3 types of content • 79 languages • 500 language pairs 4 MT Services Monthly updated MT Engine Performance Tables
  • 8. powered by Intento Changes, updates and new services available instantly Case #2: Smartcat Translator + Translation project PEMT Workflow 10 MT Services Dynamic MT Evaluation top-N candidate translations PEMT text reference text or post-edited effort recommended engine MT Gateway Machine Translation