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Personalizing Lexical Simplification
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onizuka laboratory
October 17, 2018
Research
0
71
Personalizing Lexical Simplification
弊研究室で行なったCOLING2018読み会の発表資料です。
onizuka laboratory
October 17, 2018
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Transcript
COLING Personalizing Lexical Simplification 2018/10/17 M1
;' • Lexical SimplificationLS1+50)8% • 1+50&7 6 • /20!-:
LS,* • -:. 9"( • $1 50Target # • $1 50Candidate43 2
• Lexical SimplificationLS • • •
• • • • • 3
4 Complex Sentence The cat perched on the mat. Substitution
Generation perched : rested, sat, alighted Substitution Ranking #1 : sat, #2 : rested Substitution Selection perched : rested, sat Complex Word Identification The cat perched on the mat. Simplification Sentence The cat sat on the mat.
Complex Word IdentificationCWI • SemEval2016 • 1
• 20 ! 0.244 • 5
23$" /40#:5 LS,* Complex Word Identification • 4-1+80/:5 )! •
%9 Target. Substitution RankingSubstitution Selection ? • '7(801+80 • 6& 6
(%$&)94 • 15+!*'% • 12000@=50#"!: 1. / 2. /
3. / 3?8 or 3?D 4. 6. . 5. A2@=3? . Low Proficiency 074+ 218@=;-CE<41% High Proficiency ,74+ 218@=;-CE<75% 7 1-4> 5B@
8 Targetavoid BenchLS
" #-4'* ( • 40+# !)% •
F& • #- +#,#- +#$ 9
3=#4 • nilBaseline • Target 86( 7. • Candidate
86( +: • gold • 27.+:*, • +:Target7.Candidate'; • auto0-"& • 40586</9/! %$ • ! 7.+: 1) 10
)%#+ • Precision • !- & • !-,'"*
• ($,'"* • Accuracy • "*,'. • "* • ($,'"* • Readability • "* ,' !- 11
• • Candidate BenchLS •
• • Candidate • 12
13 Candidate • nil
• auto • gold
14 Candidate • nil • auto
• gold
• #+! • 4'). • 40*%
• , " • -* *%$( • &*% $( 15
• Ranking Selection • "!#%' • &) •
( 34.81%$ • 16