eprintid: 59064
rev_number: 11
eprint_status: archive
userid: 12460
dir: disk0/00/05/90/64
datestamp: 2023-06-06 08:52:35
lastmod: 2023-06-06 08:52:35
status_changed: 2023-06-06 08:52:35
type: thesis
metadata_visibility: show
contact_email: muh.khabib@uin-suka.ac.id
creators_name: Herwinsyah, NIM.: 21206052001
title: PERBANDINGAN KINERJA 3 MODEL BAHASA INDOBERT UNTUK PERINGKASAN TEKS PADA DOKUMEN BAHASA INDONESIA
ispublished: pub
subjects: TB
subjects: ba_indo
divisions: S2_inf
full_text_status: restricted
keywords: Model Bahasa, IndoBERT, ROUGE, BLEU, BERTScore
note: Pembimbing: Dr. Agung Fatwanto, S.Si, M.Kom
abstract: A good document summary produced by a language model should have a high level of similarity to a summary generated by a human, as the latter considers the semantic value of the text. Typically, a summarization algorithm implemented by a system tends to focus solely on the arrangement of words, without taking into account the semantic aspect of a sentence. The objective of this study is to measure the quality of the summary results obtained from three language models, namely IndoBERT.
In this study, the researcher summarized the same source material using three language models that are focused on the Indonesian language. The summary results generated by the three language models were then compared with a reference summary, which is a summary generated by a human from the same paragraph source. Three evaluation tools were used to measure the quality of the summary results. The study found that the IndoBERT_3 language model, or the IndoBERT version developed by Sarah Lintang (UGM Jogja), produced a summary result that closely approximates the level of similarity to the human-generated summary (gold summary).
date: 2023-03-16
date_type: published
pages: 128
institution: UIN SUNAN KALIJAGA YOGYAKARTA
department: FAKULTAS SAINS DAN TEKNOLOGI
thesis_type: masters
thesis_name: other
citation:   Herwinsyah, NIM.: 21206052001  (2023) PERBANDINGAN KINERJA 3 MODEL BAHASA INDOBERT UNTUK PERINGKASAN TEKS PADA DOKUMEN BAHASA INDONESIA.  Masters thesis, UIN SUNAN KALIJAGA YOGYAKARTA.   
document_url: https://digilib.uin-suka.ac.id/id/eprint/59064/1/21206052001_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf
document_url: https://digilib.uin-suka.ac.id/id/eprint/59064/2/21206052001_BAB-II_sampai_SEBELUM-BAB-TERAKHIR..pdf