<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs)"^^ . "The rapid advancement of technology has spurred a significant demand for\r\nsoftware, yet the Coding phase, particularly in a complex language like Java,\r\nremains a time-consuming and error-prone process. To address this, a Visual\r\nStudio Code Extension named CodeVa was developed to automatically generate\r\nJava code using Large Language Models (LLMs).\r\nDeveloped using the Agile Extreme Programming method ology, CodeVa\r\nintegrates a fine-tuned Open-source model, Qwen2.5 Instruct 7B. This model was\r\nspecifically trained for Java code generation using the Parameter-Efficient Finetuning\r\n(PEFT) technique, Low-Rank Adaptation (LoRA), and the Unsloth\r\nframework.\r\nThe fine-tuning process resulted in substantial improvements across various\r\nperformance metrics, including an increase in the CodeBLEU score from 0.3204 to\r\n0.3521 and significant gains in ROUGE scores ROUGE-1 from 0.1736 to 0.3705,\r\nROUGE-2 from 0.0251 to 0.2278, and ROUGE-L from 0.0991 to 0.3252 and\r\nPass@10 using kulal version and chen version from 73.17% to 73.78%. Usability\r\ntesting of CodeVa yielded a System Usability Scale (SUS) score of 81.0,\r\ncategorizing it as \"excellent\" and \"acceptable.\" This indicates that CodeVa is a\r\nhighly effective tool that can significantly enhance developer productivity by\r\nfacilitating faster and more efficient Java Coding ."^^ . "2025-08-14" . . . . "UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . . . . . . . "NIM.: 21106050042"^^ . "Muhammad Arif Rakhman Azizi"^^ . "NIM.: 21106050042 Muhammad Arif Rakhman Azizi"^^ . . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Text)"^^ . . . . . "21106050042_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^ . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Text)"^^ . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "preview.jpg"^^ . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "medium.jpg"^^ . . . "RANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs) (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #72924 \n\nRANCANG BANGUN VISUAL STUDIO CODE EXTENSION CODEVA UNTUK CODE GENERATOR JAVA SECARA OTOMATIS MENGGUNAKAN LARGE LANGUAGE MODELS (LLMs)\n\n" . "text/html" . . . "005.12 Software System Analysis and Design/Sistem Analisa dan Desain Perangkat Lunak" . .