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翻译质量自动评估在电商机器翻译中的应用-BoxingChen1
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2022-08-04
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1.Traffic Drainage Words 2.Landing Page 3.Creative Ideas 2.Customer Service 4.Co
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Quality Estimation Technology and its Applications
in E-Commerce Machine Translation
Boxing Chen / 陈博兴
MIT, DAMO Academy, Alibaba Group / 阿里巴巴达摩院机器智能技术
n Applications and Challenges of MT in E-Commerce Domain
n Multiple Strategies Improve E-Commerce Machine Translation
n Evaluation and Estimation of Translation Quality
n Human Evaluation of Translation Quality
n Automatic Translation Quality Estimation
n Applications of QE Technology in E-Commerce MT
n Conclusions
• Work in 5 countries as a Machine Translation Researcher
• France, Italy, Singapore, Canada and China
• 20+ No. 1 in various MT related evaluations
• 12 MT evaluation tasks: IWSLT, TC-STAR, NIST, BOLT, WMT, etc.
• 6 WMT MT quality estimation sub-tasks
• 2 WMT MT metric tasks
• Published 50+ papers
• Including “best paper award”, “best paper award nomination”, etc.
My Short Bio
Applications of MT in E-Commerce
Website
Traffic
Drainage
Insite Search
Preserve &
Repurchase
Customer
Conversion
Business Index
MT Service
Wide Coverage and
Accuracy of Targeting
Accurate Translation
of Query and Category
1.Traffic Drainage Words
2.Landing Page
3.Creative Ideas
1.Language Identification
2.Spelling Correction
3.Query Translation
4.Category Translation
1.Information Rewriting
2.Title Translation
3.Description/Comment
Translation
1.Overall Information Quality
2.Customer Service
3.Localization Service
4.Communication between Seller & Buyer
UV
Cost
L-D
L-D
D-O
GMV
Native Translation of
Commodity Information
Trust & Service
Alibaba MT’s Capability
Produc
t info!
N*10E9/day!
User
calls!
N*10E8/day!
11.11!
N*10E4/s!
Words
translat
ed!
N*10E11/day!
Business
supported
• Product information
• X billions/day (offline)
• User calls
• X billions/day
• 11.11 peak
• X 10 thousands/second
• Translated words
• X 100 billions/day
• Business supported
• X 10 billions USD/year
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