Essays about: "automated repair"

Showing result 1 - 5 of 16 essays containing the words automated repair.

  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. On The Impact Of Distinct Metrics For Fault Localization In Automated Program Repair

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Marek Marcin Mazur; [2023]
    Keywords : automated program repair; fault localization; metrics for fault localization;

    Abstract : Automatic Program Repair (APR) is a dynamically growing field of computer science that aims to reduce the time and cost of debugging code and improve its efficiency. Fault localization (FL) is a critical component of the APR workflow and has a real impact on the success of an APR procedure. READ MORE

  4. 3. Data Analysis for Predictive Maintenance of a Straightening Machine in the Steel Industry

    University essay from Högskolan i Gävle/Elektronik

    Author : Paul Barron; [2023]
    Keywords : Condition Monitoring; Features; Clustering;

    Abstract : The availability of industrial machinery is crucial to any business operating in the manufacturingsector. Mechanical failures halt production and unplanned downtime canbe disruptive and costly. Small failures can compound to serious failures which exponentiallyincreases downtime and repair costs. READ MORE

  5. 4. 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

  6. 5. 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