Essays about: "Automatiserad programreparation"

Found 3 essays containing the words Automatiserad programreparation.

  1. 1. Round-Trip Translation : A New Path for Automatic Program Repair using Large Language Models

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Fernando Vallecillos Ruiz; [2023]
    Keywords : Automatic Program Repair; Software Engineering; Large Language Models; Round-Trip Translation; Neural Machine Translation; Automatisk programreparation; Mjukvaruutveckling; Stora språkmodeller; Tur och retur-översättning; Neural maskinöversättning;

    Abstract : Research shows that grammatical mistakes in a sentence can be corrected by machine translating it to another language and back. We investigate whether this correction capability of Large Language Models (LLMs) extends to Automatic Program Repair (APR), a software engineering task. READ MORE

  3. 2. An Empirical Study on Using Codex for Automated Program Repair

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Pengyu Zhao; [2023]
    Keywords : Automated Program Repair; Codex; Large Language Models; Defects4J; Patch Generation; Prompt Engineering; Automatiserad Programreparation; Codex; Storskaliga Språkmodeller; Defects4J; Patchgenerering; Promptteknik;

    Abstract : This thesis explores the potential of Codex, a pre-trained Large Language Model (LLM), for Automated Program Repair (APR) by assessing its performance on the Defects4J benchmark that includes real-world Java bugs. The study aims to provide a comprehensive understanding of Codex’s capabilities and limitations in generating syntactically and semantically equivalent patches for defects, as well as evaluating its ability to handle defects with different levels of importance and complexity. READ MORE

  4. 3. Token Budget Minimisation of Large Language Model based Program Repair

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Dávid Hidvégi; [2023]
    Keywords : Automated Program Repair; Conversational; Prompt Engineering; Automatiserad programreparation; Konversationell; Prompt-utformning;

    Abstract : Automated Program Repair (APR) is gaining popularity in the field of software engineering. APR reduces the time and effort needed to find and fix software bugs, with a goal of completely automating bug fixing without any human input. READ MORE