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TRANSFORMING RHETORICAL DOCUMENT PROFILE INTO TAILORED SUMMARY OF SCIENTIFIC PAPER

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Masayu Leylia Khodra Mohammad Dimas Dwi Hendratmo Widyantoro E Aminudin Aziz Bambang Riyanto Trilaksono

Abstract

TRANSFORMING RHETORICAL DOCUMENT PROFILE
INTO TAILORED SUMMARY OF SCIENTIFIC PAPER
aMasayu Leylia Khodra, bMohammad Dimas,
cDwi Hendratmo Widyantoro, dE. Aminudin Aziz, eBambang Riyanto Trilaksono
a,b,c,eSekolah Teknik Elektro dan Informatika, Institut Teknologi Bandung, Jl. Ganesha 10 Bandung
dFakultas Seni dan Bahasa, Universitas Pendidikan Indonesia, Jl. Dr. Setiabudi 229 Bandung
E-Mail: a masayu@stei.itb.ac.id
Abstrak
Bagian abstrak makalah ilmiah yang bersifat author-biased sering membuat pembaca
tidak dapat menemukan informasi yang dibutuhkannya. Konsep tailored summary
dapat membantu pembaca mendapatkan ringkasan sesuai kebutuhan informasinya.
Penelitian ini merupakan penelitian pertama yang mengimplementasikan sistem yang
menghasilkan tailored summary dari makalah ilmiah. Tailored summary
menstrukturkan suatu makalah ilmiah dalam representasi Rhetorical Document Profile
berdasarkan skema retorik lima belas slot. Penelitian ini mengadaptasi building plan
yang masih menggunakan skema retorik tujuh slot. Penelitian ini juga
mengimplementasikan sistem yang membangkitkan tailored summary. Setelah
mendapatkan ringkasan awal, proses surface repair dilakukan untuk meningkatkan
keterbacaan ringkasan. Setiap kalimat pada ringkasan awal dikombinasikan dengan
frase template berdasarkan metode kombinasi pohon sintaksis. Terdapat lima grup
frase template yang digunakan dalam surface repair. Dengan mengkonstruksi standar
evaluasi yang merupakan hasil penilaian oleh lima responden manusia dan
menggunakannya sebagai data pengujian, subsistem pemilihan kalimat terbaik
Maximal Marginal Importance – Multi Sentence dengan pembobotan TF.IDF
memiliki kinerja dengan nilai precision/recall 0.61, dan subsistem surface repair
memiliki kinerja dengan acceptance 0.91.
Kata kunci: Tailored Summary, Rhetorical Document Profile, Building Plan,
Maximal Marginal Importance – Multi Sentence, Surface Repair.
Abstract
Since abstract of scientific paper is author biased, readers’ required information may
not be included in the abstract. Tailored summary may help them to get a summary
based on their information needs. This research is the first one that implements
tailored summary system for scientific paper. Tailored summary applies information
extraction that transforms a scientific paper into Rhetorical Document Profile, a
structured representation of paper content based on rhetorical scheme of fifteen slots.
This research adapted building plan that used rhetorical scheme of seven slots. We
also implement tailored summary system. After generating initial summary, surface
repair is conducted to improve summary readability. Each sentence in initial summary
is combined with template phrase based on syntax-tree combination method. There
are five groups of template phrases provided in surface repair. We construct
evaluation standards by asking five human raters. The best method for sentence
selection subsystem that uses Maximal Marginal Importance-Multi Sentence is
employing TF.IDF weighting system with precision/recall of 0.61. The surface repair
subsystem has acceptance of 0.91.
Key words: Tailored Summary, Rhetorical Document Profile, Building Plan,
Maximal Marginal Importance – Multi Sentence, Surface Repair.

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How to Cite
KHODRA, Masayu Leylia et al. TRANSFORMING RHETORICAL DOCUMENT PROFILE INTO TAILORED SUMMARY OF SCIENTIFIC PAPER. Jurnal Ilmiah Kursor, [S.l.], v. 6, n. 3, july 2017. ISSN 2301-6914. Available at: <https://kursorjournal.org/index.php/kursor/article/view/21>. Date accessed: 22 nov. 2019.
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