Large language models for software engineering: A systematic literature review

X Hou, Y Zhao, Y Liu, Z Yang, K Wang, L Li… - ACM Transactions on …, 2024 - dl.acm.org
Large Language Models (LLMs) have significantly impacted numerous domains, including
Software Engineering (SE). Many recent publications have explored LLMs applied to …

Octopack: Instruction tuning code large language models

N Muennighoff, Q Liu, A Zebaze, Q Zheng… - … 2023 Workshop on …, 2023 - openreview.net
Finetuning large language models (LLMs) on instructions leads to vast performance
improvements on natural language tasks. We apply instruction tuning using code …

A survey of large language models for code: Evolution, benchmarking, and future trends

Z Zheng, K Ning, Y Wang, J Zhang, D Zheng… - arxiv preprint arxiv …, 2023 - arxiv.org
General large language models (LLMs), represented by ChatGPT, have demonstrated
significant potential in tasks such as code generation in software engineering. This has led …

The formai dataset: Generative ai in software security through the lens of formal verification

N Tihanyi, T Bisztray, R Jain, MA Ferrag… - Proceedings of the 19th …, 2023 - dl.acm.org
This paper presents the FormAI dataset, a large collection of 112,000 AI-generated
compilable and independent C programs with vulnerability classification. We introduce a …

A survey on large language models for software engineering

Q Zhang, C Fang, Y **e, Y Zhang, Y Yang… - arxiv preprint arxiv …, 2023 - arxiv.org
Software Engineering (SE) is the systematic design, development, maintenance, and
management of software applications underpinning the digital infrastructure of our modern …

Ratgpt: Turning online llms into proxies for malware attacks

M Beckerich, L Plein, S Coronado - arxiv preprint arxiv:2308.09183, 2023 - arxiv.org
The evolution of Generative AI and the capabilities of the newly released Large Language
Models (LLMs) open new opportunities in software engineering. However, they also lead to …

[HTML][HTML] Economics and equity of large language models: health care perspective

R Nagarajan, M Kondo, F Salas, E Sezgin… - Journal of Medical …, 2024 - jmir.org
Large language models (LLMs) continue to exhibit noteworthy capabilities across a
spectrum of areas, including emerging proficiencies across the health care continuum …

BioCoder: a benchmark for bioinformatics code generation with large language models

X Tang, B Qian, R Gao, J Chen, X Chen… - …, 2024 - academic.oup.com
Pretrained large language models (LLMs) have significantly improved code generation. As
these models scale up, there is an increasing need for the output to handle more intricate …

Agilecoder: Dynamic collaborative agents for software development based on agile methodology

MH Nguyen, TP Chau, PX Nguyen, NDQ Bui - arxiv preprint arxiv …, 2024 - arxiv.org
Software agents have emerged as promising tools for addressing complex software
engineering tasks. Existing works, on the other hand, frequently oversimplify software …

Hyperagent: Generalist software engineering agents to solve coding tasks at scale

HN Phan, TN Nguyen, PX Nguyen, NDQ Bui - arxiv preprint arxiv …, 2024 - arxiv.org
Large Language Models (LLMs) have revolutionized software engineering (SE),
showcasing remarkable proficiency in various coding tasks. Despite recent advancements …