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Proj CDeepFuzz Paper Reading: Software Testing with Large Language Model: Survey, Landscape, and Vis

时间:2023-09-07 22:55:53浏览次数:45  
标签:Language Testing Analysis Paper LLM Test Vision Software

Abstract

本文:
Task: Review on the use of LLMs in software testing
Method: 1. analyzes 52 relevant studies

1. Intro

2. Background

2.1 Large Language Model

2.2 Software Testing

3. Paper Selection and Review Schema

3.1 Survey Scope

3.2 Paper Collection Methodology

3.3 Collection Results

4. Analysis from Software Testing

4.1 Unit Test Case Generation

4.2 Test Oracle Generation

4.3 Test Input Generation

4.4 Bug Analysis

4.5 Debug

4.6 Program Repair

5 Analysis from LLM

5.1 LLM Models

5.2 Types of Prompt Engineering

5.3 Input of LLM

5.4 Incorporating X with LLM

6 Challenges and opportunities

6.1 Extending to more tasks and more phases

6.2 Serving other types of testing and software

6.3 More Solid Benchmarks and Rigorous Evaluations

6.4 Boosting LLM Performance

7 Conclusion

标签:Language,Testing,Analysis,Paper,LLM,Test,Vision,Software
From: https://www.cnblogs.com/xuesu/p/17686267.html

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