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Iconic Translation: The Neural Frontier by John Tinsley (Iconic Translation Machines)

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There has been a lot of hype about neural machine translation. It’s time to turn the hype into a reality...

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Iconic Translation: The Neural Frontier by John Tinsley (Iconic Translation Machines)

  1. 1. Machine Translation The Neural Frontier
  2. 2. “Machine translation is on a path to becoming a mainstream solution” Finally
  3. 3. A growing opportunity $40B Language Services
  4. 4. A growing opportunity $40B Language Services Today’s MT Market?
  5. 5. A growing opportunity $40B Language Services Tomorrow’s MT Market!
  6. 6. A growing opportunity $40B Language Services eCommerce Litigation Customer Support Compliance Enterprise
  7. 7. Great! So what type of machine translation?
  8. 8. That’s where we come in… The Iconic Ensemble Architecture™ The most appropriate solution for the task at hand
  9. 9. The most appropriate solution for the task at hand The Iconic Ensemble Architecture™
  10. 10. Neural
  11. 11. 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?
  12. 12. Short Sentences All Sentences  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
  13. 13. Enhancing the Ensemble Architecture…
  14. 14. …with Neural MT – the best of both worlds
  15. 15. @iconictrans john@iconictranslation.com

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