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ONEs - OHT NMT Evaluation score

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Presentation on theme: "ONEs - OHT NMT Evaluation score"— Presentation transcript:

1 ONEs - OHT NMT Evaluation score
One Hour Translation ONEs - OHT NMT Evaluation score Ofer SHOSHAN, CEO We are hiring! ISRAEL | USA / CA, DC, NY Romania | Singapore | Germany | Ukraine

2 One Hour Translation World’s largest online translation agency
Covering 100 languages 25,000+ active linguists in 100+ countries Tens of thousands of paying customers Hundreds of thousands of projects a month ~200 employees in 7 offices around the world

3 Few of our customers

4 Neural Machine Translation is the future
NMT passed in 2 years all other MT technologies NMT improvements depend on quality rating and on compute power.

5 NMT is limited by the feedback’s quality
To improve, NMT makers use software Quality rating systems e.g. BLEU, TER, METEOR Trying to guess what a human would say These systems are not good enough!

6 OHT’s experience Over 150 million words in NMT projects
SW cannot guess the rating human will give Humans are needed to drive improvements

7 There is a better way! ONEs - OHT NMT Evaluation score
Human based quality index. Simple!

8 ONEs - doing it right 10 types of material
40 strings per type of material of 12 words 10 language pairs 30 Reviewers per batch Per 1 NMT engine i.e. 10*40*10*30 = 120,000 strings, 1.4 million words, are evaluated per 1 NMT engine

9 Q ONEs

10 Q ONEs

11 OHT Hybrid Our NMT related services include:
Hybrid translation : NMT + human post-editing + human QA NMT training and scoring. ONEs - data for decision support

12 Thank you! ofer@onehourtranslation.com
Startup Nation


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