Large language models for software engineering: A systematic literature review
Large Language Models (LLMs) have significantly impacted numerous domains, including
Software Engineering (SE). Many recent publications have explored LLMs applied to …
Software Engineering (SE). Many recent publications have explored LLMs applied to …
A survey of large language models
Language is essentially a complex, intricate system of human expressions governed by
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
Self-collaboration code generation via chatgpt
Although large language models (LLMs) have demonstrated remarkable code-generation
ability, they still struggle with complex tasks. In real-world software development, humans …
ability, they still struggle with complex tasks. In real-world software development, humans …
Large language models for software engineering: Survey and open problems
This paper provides a survey of the emerging area of Large Language Models (LLMs) for
Software Engineering (SE). It also sets out open research challenges for the application of …
Software Engineering (SE). It also sets out open research challenges for the application of …
Generalized planning in pddl domains with pretrained large language models
Recent work has considered whether large language models (LLMs) can function as
planners: given a task, generate a plan. We investigate whether LLMs can serve as …
planners: given a task, generate a plan. We investigate whether LLMs can serve as …
Codeplan: Repository-level coding using llms and planning
Software engineering activities such as package migration, fixing error reports from static
analysis or testing, and adding type annotations or other specifications to a codebase …
analysis or testing, and adding type annotations or other specifications to a codebase …
Towards efficient fine-tuning of language models with organizational data for automated software review
M Nashaat, J Miller - IEEE Transactions on Software …, 2024 - ieeexplore.ieee.org
Large language models like BERT and GPT possess significant capabilities and potential
impacts across various applications. Software engineers often use these models for code …
impacts across various applications. Software engineers often use these models for code …
Generalization or memorization: Data contamination and trustworthy evaluation for large language models
Recent statements about the impressive capabilities of large language models (LLMs) are
usually supported by evaluating on open-access benchmarks. Considering the vast size and …
usually supported by evaluating on open-access benchmarks. Considering the vast size and …
A survey of large language models for code: Evolution, benchmarking, and future trends
General large language models (LLMs), represented by ChatGPT, have demonstrated
significant potential in tasks such as code generation in software engineering. This has led …
significant potential in tasks such as code generation in software engineering. This has led …
From llms to llm-based agents for software engineering: A survey of current, challenges and future
With the rise of large language models (LLMs), researchers are increasingly exploring their
applications in var ious vertical domains, such as software engineering. LLMs have …
applications in var ious vertical domains, such as software engineering. LLMs have …