SMT PILOT PROJECT - Taiwanese Laws
Frances Chang Clinton Lin Jenny Lowe Charlene Wang Valerie Yin
S.H.E.L10N
SMT PILOT PROJECT - Taiwanese Laws S.H.E.L10N Frances Chang - - PowerPoint PPT Presentation
SMT PILOT PROJECT - Taiwanese Laws S.H.E.L10N Frances Chang Clinton Lin Jenny Lowe Charlene Wang Valerie Yin 2 1. Overview BACKGROUND 3 WHO? Law Firm, Agencies that need fast-speed translations for new laws WHAT? Bilingual and
Frances Chang Clinton Lin Jenny Lowe Charlene Wang Valerie Yin
S.H.E.L10N
Overview
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BACKGROUND
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WHO?
Law Firm, Agencies that need fast-speed translations for new laws
WHAT?
Bilingual and monolingual Taiwanese law documents from ZH-CHT > EN
INITIAL GOALS
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QUALITY
Match WeastO’s Metrics (a QI score of 10 or below)
PRODUCTIVITY
50% Faster than HT
COST
50% Cheaper than HT
Training Process
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SYSTEMS TRAINED
SYSTEMS TRAINING TUNING TESTING BLEU SCORE #1
1 1 1 6.19
#2
1 4 4 27.63
#3
2 3 6 Failed
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SYSTEMS TRAINED
SYSTEMS TRAINING TUNING TESTING BLEU SCORE #4
2 3 6 6.28
#5
1 4 7 Failed
#6
4 4 4 Failed
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SYSTEMS TRAINED
SYSTEMS TRAINING TUNING TESTING BLEU SCORE #7
4 3 5 8.33
#8
10 4 4 32.21
#9
13 4 1 32.41
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Results
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PRODUCTIVITY
SAMPLE OF 500 WORDS POST-EDITOR FOR MT HUMAN TRANSLATOR PEMT
1 hour
REVIEW
1 hour 1 hour
PEMT + REVIEW
2 hours
TIME VARIANCE
2.5 hours
TIME SAVED
41.7%
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TASK RATE (PER WORD) SUBTOTAL HT
$0.12 $60
PEMT
$0.06 $30
REVIEW
$0.05 $25
HT+REVIEW
PEMT+REVIEW
COST SAVED
35.3% COST
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WeastO Metrics
QI Rate = Total points of error weight /Total word count *1000 (per mill)
QUALITY - REVIEWER #1
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QUALITY - REVIEWER #2
WeastO Metrics
Average of 22.68 and 15.12 = 19
Lesson Learned
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PROBLEMS ENCOUNTERED
» Original documents had wanky alignment » Source is short, target is long » Difficult topic to train without dictionary » System update takes time
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FULL ENGINE RECOMMENDATION
» More source materials » Use CAT tools for alignment » Continue training by adding more documents and dictionaries » Use PDF » Training = Quantity > Quality » Testing = Quality > Quantity
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TIMELINE AND COST
» Difficult to establish an exact timeline due to many factors. » Cost = $4,200+
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QUESTIONS?
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