Imagen de Portada

Automated Test Suite Enhancement Using Large Language Models with Few-shot Prompting

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Chudic, Alex, Çalıklı, Gül
Formato:	Preprint
Publicado:	2026
Materias:	Software Engineering
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

GazeCopilot: Evaluating Novel Gaze-Informed Prompting for AI-Supported Code Comprehension and Readability
por: Elfares, Yasmine, et al.
Publicado: (2025)

Practical Feasibility of Sustainable Software Engineering Tools and Techniques
por: Ghanta, Satwik, et al.
Publicado: (2026)

Perspectives, Needs and Challenges for Sustainable Software Engineering Teams: A FinServ Case Study
por: Ghanta, Satwik, et al.
Publicado: (2025)

A System for Automated Unit Test Generation Using Large Language Models and Assessment of Generated Test Suites
por: Lops, Andrea, et al.
Publicado: (2024)

Ever-Improving Test Suite by Leveraging Large Language Models
por: Qiu, Ketai
Publicado: (2025)

A Laboratory Experiment on Using Different Financial-Incentivization Schemes in Software-Engineering Experimentation
por: Bershadskyy, Dmitri, et al.
Publicado: (2022)

In-Context Learning as an Effective Estimator of Functional Correctness of LLM-Generated Code
por: Das, Susmita, et al.
Publicado: (2025)

Automated Test Transfer Across Android Apps Using Large Language Models
por: Beyzaei, Benyamin, et al.
Publicado: (2024)

Automated Harmfulness Testing for Code Large Language Models
por: Tan, Honghao, et al.
Publicado: (2025)

Automated Test Case Repair Using Language Models
por: Yaraghi, Ahmadreza Saboor, et al.
Publicado: (2024)

KAT: Dependency-aware Automated API Testing with Large Language Models
por: Le, Tri, et al.
Publicado: (2024)

Automated Unit Test Improvement using Large Language Models at Meta
por: Alshahwan, Nadia, et al.
Publicado: (2024)

Prompting Is All You Need: Automated Android Bug Replay with Large Language Models
por: Feng, Sidong, et al.
Publicado: (2023)

Fine-Tuning and Prompt Engineering for Large Language Models-based Code Review Automation
por: Pornprasit, Chanathip, et al.
Publicado: (2024)

LTM: Scalable and Black-box Similarity-based Test Suite Minimization based on Language Models
por: Pan, Rongqi, et al.
Publicado: (2023)

On the Effectiveness of Modular Testing in EvoSuite
por: Dinella, Elizabeth
Publicado: (2026)

Reusable Test Suites for Reinforcement Learning
por: Betten, Jørn Eirik, et al.
Publicado: (2025)

Large Language Models for Automated Web-Form-Test Generation: An Empirical Study
por: Li, Tao, et al.
Publicado: (2024)

Automated Control Logic Test Case Generation using Large Language Models
por: Koziolek, Heiko, et al.
Publicado: (2024)

Automated Repair of C Programs Using Large Language Models
por: Farzandway, Mahdi, et al.
Publicado: (2025)

Prompt Engineering Guidelines for Using Large Language Models in Requirements Engineering
por: Ronanki, Krishna, et al.
Publicado: (2025)

TestForge: Feedback-Driven, Agentic Test Suite Generation
por: Jain, Kush, et al.
Publicado: (2025)

Empirical Derivations from an Evolving Test Suite
por: Ruohonen, Jukka, et al.
Publicado: (2025)

Temporal Modeling of Change History for Black-Box Test Suite Minimization
por: Asif, Kamruzzaman, et al.
Publicado: (2026)

Automated User Story Generation with Test Case Specification Using Large Language Model
por: Rahman, Tajmilur, et al.
Publicado: (2024)

Towards Automated Page Object Generation for Web Testing using Large Language Models
por: Karagöz, Betül, et al.
Publicado: (2026)

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation
por: Fingleton, Zoe, et al.
Publicado: (2026)

ASTRAL: Automated Safety Testing of Large Language Models
por: Ugarte, Miriam, et al.
Publicado: (2025)

An Exploratory Study of Bayesian Prompt Optimization for Test-Driven Code Generation with Large Language Models
por: Tomar, Shlok, et al.
Publicado: (2025)

An Empirical Study of Sustainability in Prompt-driven Test Script Generation Using Small Language Models
por: Kumari, Pragati, et al.
Publicado: (2026)

Impact of Code Context and Prompting Strategies on Automated Unit Test Generation with Modern General-Purpose Large Language Models
por: Walczak, Jakub, et al.
Publicado: (2025)

Large Language Models as Test Case Generators: Performance Evaluation and Enhancement
por: Li, Kefan, et al.
Publicado: (2024)

Automatically Removing Unnecessary Stubbings from Test Suites
por: Li, Mengzhen, et al.
Publicado: (2024)

A Survey on the Application of Large Language Models in Scenario-Based Testing of Automated Driving Systems
por: Zhao, Yongqi, et al.
Publicado: (2025)

Automated Testing of the GUI of a Real-Life Engineering Software using Large Language Models
por: Rosenbach, Tim, et al.
Publicado: (2025)

Few-shot learning for security bug report identification
por: Laiq, Muhammad
Publicado: (2026)

Evaluating Large Language Models for Code Translation: Effects of Prompt Language and Prompt Design
por: Aljagthami, Aamer, et al.
Publicado: (2025)

REACCEPT: Automated Co-evolution of Production and Test Code Based on Dynamic Validation and Large Language Models
por: Chi, Jianlei, et al.
Publicado: (2024)

Scalable Similarity-Aware Test Suite Minimization with Reinforcement Learning
por: Gu, Sijia, et al.
Publicado: (2024)

Efficient Incremental Code Coverage Analysis for Regression Test Suites
por: Wang, Jiale Amber, et al.
Publicado: (2024)