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<http://digilib.unila.ac.id/id/eprint/87404> <http://purl.org/dc/terms/title> "MODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN\r\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING\r\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://purl.org/ontology/bibo/abstract> "Penelitian ini membahas tentang pengembangan chatbot yang dapat mempermudah\r\nakses layanan informasi di Jurusan Teknik Elektro Universitas Lampung bagi\r\nmahasiswa, dengan memanfaatkan natural language processing (NLP). Language\r\nmodel GPT-2 digunakan untuk melaksanakan berbagai tugas NLP. Permasalahan\r\ndalam penelitian ini muncul ketika mahasiswa terlambat mendapatkan informasi\r\nmengenai standar operasional prosedur, yang mengakibatkan kesulitan dalam\r\nmenjalankan rencana yang telah disusun sebelumnya secara optimal. Tujuan\r\npenelitian ini adalah untuk membuat model chatbot standar operasional prosedur\r\nlayanan akademik menggunakan NLP di Jurusan Teknik Elektro Universitas\r\nLampung. Metode yang digunakan dalam penelitian ini adalah artificial\r\nintelligence methodology. Hasil penelitian menunjukkan bahwa GPT-2 yang dilatih\r\nmenggunakan dataset internal masih mengalami masalah halusinasi, sehingga\r\njawaban yang dihasilkan oleh model chatbot sering kali tidak akurat. Model chatbot\r\nyang dikembangkan hanya memiliki akurasi sebesar 20,00% dalam menangani\r\nberbagai pertanyaan dengan banyak topik. Oleh karena itu, kinerja model chatbot\r\nini belum memadai untuk digunakan sebagai alat bantu standar operasional\r\nprosedur layanan akademik dengan NLP.\r\n\r\nKata Kunci: Chatbot, GPT-2, Natural Language Processing, Large Language\r\nModel, AutoTrain\r\n\r\nThis research discusses the development of a chatbot that can facilitate access to\r\ninformation services in the Department of Electrical Engineering at the University\r\nof Lampung for students, using natural language processing (NLP). GPT-2\r\nlanguage model is used to perform various NLP tasks. Problem in this research\r\narises when students experience delays in receiving information about standard\r\noperating procedures, leading to difficulties in executing their plans optimally.\r\nObjective of this research is to develop a chatbot model for standard operating\r\nprocedure of academic services using NLP in the Department of Electrical\r\nEngineering at the University of Lampung. The methodology used in this research\r\nis artificial intelligence methodology. Research results indicate that GPT-2, trained\r\nwith an internal dataset, still experiences hallucination issues, causing the chatbot's\r\nresponses to often be inaccurate. The developed chatbot model achieved an\r\naccuracy of only 20.00% in handling various questions on multiple topics.\r\nTherefore, the performance of this chatbot model is not yet adequate for use as a\r\ntool for standard operating procedures in academic services using NLP.\r\n\r\nKeywords: Chatbot, GPT-2, Natural Language Processing, Large Language\r\nModel, AutoTrain"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://purl.org/dc/terms/date> "2024-06-10" .
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<http://digilib.unila.ac.id/id/document/2378734> <http://www.w3.org/2000/01/rdf-schema#label> "MODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN\r\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING\r\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung) (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/document/2378734> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378734> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378734> <http://eprints.org/relation/islightboxThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378734> <http://eprints.org/ontology/hasFile> <http://digilib.unila.ac.id/87404/11/lightbox.jpg> .
<http://digilib.unila.ac.id/id/document/2378734> <http://purl.org/dc/terms/hasPart> <http://digilib.unila.ac.id/87404/11/lightbox.jpg> .
<http://digilib.unila.ac.id/87404/11/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378735> .
<http://digilib.unila.ac.id/id/document/2378735> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.unila.ac.id/id/document/2378735> <http://www.w3.org/2000/01/rdf-schema#label> "MODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN\r\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING\r\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung) (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/document/2378735> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378735> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378735> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378735> <http://eprints.org/ontology/hasFile> <http://digilib.unila.ac.id/87404/12/preview.jpg> .
<http://digilib.unila.ac.id/id/document/2378735> <http://purl.org/dc/terms/hasPart> <http://digilib.unila.ac.id/87404/12/preview.jpg> .
<http://digilib.unila.ac.id/87404/12/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378736> .
<http://digilib.unila.ac.id/id/document/2378736> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.unila.ac.id/id/document/2378736> <http://www.w3.org/2000/01/rdf-schema#label> "MODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN\r\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING\r\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung) (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/document/2378736> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378736> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378736> <http://eprints.org/relation/ismediumThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
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<http://digilib.unila.ac.id/id/document/2378736> <http://purl.org/dc/terms/hasPart> <http://digilib.unila.ac.id/87404/13/medium.jpg> .
<http://digilib.unila.ac.id/87404/13/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378737> .
<http://digilib.unila.ac.id/id/document/2378737> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.unila.ac.id/id/document/2378737> <http://www.w3.org/2000/01/rdf-schema#label> "MODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN\r\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING\r\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung) (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/document/2378737> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378737> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
<http://digilib.unila.ac.id/id/document/2378737> <http://eprints.org/relation/issmallThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378650> .
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<http://digilib.unila.ac.id/id/document/2378737> <http://purl.org/dc/terms/hasPart> <http://digilib.unila.ac.id/87404/14/small.jpg> .
<http://digilib.unila.ac.id/87404/14/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378738> .
<http://digilib.unila.ac.id/id/document/2378738> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
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<http://digilib.unila.ac.id/id/document/2378738> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378738> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378738> <http://eprints.org/relation/islightboxThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378739> .
<http://digilib.unila.ac.id/id/document/2378739> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
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<http://digilib.unila.ac.id/id/document/2378739> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378739> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378739> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378740> .
<http://digilib.unila.ac.id/id/document/2378740> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
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<http://digilib.unila.ac.id/id/document/2378740> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378740> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378740> <http://eprints.org/relation/ismediumThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://eprints.org/ontology/hasDocument> <http://digilib.unila.ac.id/id/document/2378741> .
<http://digilib.unila.ac.id/id/document/2378741> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
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<http://digilib.unila.ac.id/id/document/2378741> <http://eprints.org/relation/isVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378741> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/document/2378741> <http://eprints.org/relation/issmallThumbnailVersionOf> <http://digilib.unila.ac.id/id/document/2378649> .
<http://digilib.unila.ac.id/id/eprint/87404> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <http://digilib.unila.ac.id/87404/> .
<http://digilib.unila.ac.id/87404/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #87404 \n\nMODEL CHATBOT STANDAR OPERASIONAL PROSEDUR LAYANAN&#13;\nAKADEMIK MENGGUNAKAN NATURAL LANGUAGE PROCESSING&#13;\n(Studi Kasus: Jurusan Teknik Elektro Universitas Lampung)\n\n" .
<http://digilib.unila.ac.id/87404/> <http://purl.org/dc/elements/1.1/format> "text/html" .
<http://digilib.unila.ac.id/87404/> <http://xmlns.com/foaf/0.1/primaryTopic> <http://digilib.unila.ac.id/id/eprint/87404> .
<http://digilib.unila.ac.id/id/subject/620> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2004/02/skos/core#Concept> .
<http://digilib.unila.ac.id/id/subject/620> <http://www.w3.org/2004/02/skos/core#prefLabel> "620 Ilmu teknik dan ilmu yang berkaitan" .
<http://digilib.unila.ac.id/id/eprint/87404> <http://purl.org/dc/terms/subject> <http://digilib.unila.ac.id/id/subject/620> .