iconic translation: the neural frontier by john tinsley (iconic translation machines)
TRANSCRIPT
Machine TranslationThe Neural Frontier
“Machine translation is on a path to becoming a mainstream solution”
Finally
A growing opportunity
$40BLanguage Services
A growing opportunity
$40BLanguage Services
Today’s MT
Market?
A growing opportunity
$40BLanguage Services
Tomorrow’s MT
Market!
A growing opportunity
$40BLanguage Services
eCommerceLitigationCustomer SupportComplianceEnterprise
Great! So what type of machine translation?
That’s where we come in…
The Iconic Ensemble Architecture™
The most appropriate solution for the task at hand
The most appropriate solution for the task at hand
The Iconic Ensemble Architecture™
Neural
Real-world languages, content
Chinese to English patents, mature production engine, highly tuned.
Doing it right
Apples to apples comparison
Access to same training data, test data, including all of the ugly parts.
Effective qualitative evaluation
No one-size-fits-all, so what MT good and what and where does it fall down?
Iconic MT Iconic Neural MT
Neural MT works – and it’s good!
It is not a silver bullet
+word order+agreement- omitting phrases
+terminology+error free output- sentence structure
Enhancing the Ensemble Architecture…
…with Neural MT – the best of both worlds
@iconictrans