2. Products & Service
• Translation Technology
• Corpus / Term-base Construction
• Vertical MT Training
• On-line CAT Customization
• Translation (MTPE) Service
• MTPE production
• MTPE training
Markets
• Intellectual Properties
• Cross-border E-Commerce
• …
3. Easier
Entry
• Lower requirement
for domain
knowledge
• Lower cost of
learning and self-
improvement for
translators
Higher
Efficiency
• Speed-up search and
verification process
• Reduce repetitions
• Reduce typing time
• Reduce elementary
mistakes
More Scalable
Management
• Unify workflow
• Increase
standardization
4. Better Usability
◦ Vertical domain adaption and optimization
◦ Terminology/Knowledge embedding
◦ Quality confidence grading
More interactive
◦ Real-time interactions (e.g. Input Method)
◦ Feedback from end-users
◦ Dynamic user behaviors
Lower deploying threshold
◦ Affordable computing capability (esp. for Neural MT)
◦ Less corpus requirement
◦ Acknowledged Quality Metrics
5. Confidence is Gold
◦ Understanding MT
◦ Active attitude
◦ Controlling the process
Quality perception is essential
◦ Understanding user scenario and requirements
◦ Identifying error levels
◦ Searching and verifying
Knowledge management is valuable
◦ Terminology acquisition, management and share
◦ Domain knowledge accumulation and reuse
12. Patent PE Course for example
◦ Hundreds participants last year
◦ Many of them come from MTI schools
◦ Most of them have no technical background
◦ Training lasts: 6-8 weeks
Training Results
Pre-Train Trained
MT+PE 1-2pcs/h 5-6pcs/h
Traditional 1-2pcs/h 3-4pcs/h
Speed
Quality
13. PE courses for other domains
PE courses for professionals & technical
Automatic/Semi-automatic reviews
More interactive MT
Knowledge Graph construction and
sharing
…