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 …

A comprehensive survey of ai-generated content (aigc): A history of generative ai from gan to chatgpt

Y Cao, S Li, Y Liu, Z Yan, Y Dai, PS Yu… - arxiv preprint arxiv …, 2023 - arxiv.org
Recently, ChatGPT, along with DALL-E-2 and Codex, has been gaining significant attention
from society. As a result, many individuals have become interested in related resources and …

Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation

J Liu, CS **a, Y Wang, L Zhang - Advances in Neural …, 2023 - proceedings.neurips.cc
Program synthesis has been long studied with recent approaches focused on directly using
the power of Large Language Models (LLMs) to generate code. Programming benchmarks …

[PDF][PDF] DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models.

B Wang, W Chen, H Pei, C **e, M Kang, C Zhang, C Xu… - NeurIPS, 2023 - blogs.qub.ac.uk
Abstract Generative Pre-trained Transformer (GPT) models have exhibited exciting progress
in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the …

Codet5+: Open code large language models for code understanding and generation

Y Wang, H Le, AD Gotmare, NDQ Bui, J Li… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) pretrained on vast source code have achieved prominent
progress in code intelligence. However, existing code LLMs have two main limitations in …

Codegeex: A pre-trained model for code generation with multilingual benchmarking on humaneval-x

Q Zheng, X **a, X Zou, Y Dong, S Wang… - Proceedings of the 29th …, 2023 - dl.acm.org
Large pre-trained code generation models, such as OpenAI Codex, can generate syntax-
and function-correct code, making the coding of programmers more productive. In this paper …

[HTML][HTML] A survey of GPT-3 family large language models including ChatGPT and GPT-4

KS Kalyan - Natural Language Processing Journal, 2024 - Elsevier
Large language models (LLMs) are a special class of pretrained language models (PLMs)
obtained by scaling model size, pretraining corpus and computation. LLMs, because of their …

Automated program repair in the era of large pre-trained language models

CS **a, Y Wei, L Zhang - 2023 IEEE/ACM 45th International …, 2023 - ieeexplore.ieee.org
Automated Program Repair (APR) aims to help developers automatically patch software
bugs. However, current state-of-the-art traditional and learning-based APR techniques face …

Studying the effect of AI code generators on supporting novice learners in introductory programming

M Kazemitabaar, J Chow, CKT Ma, BJ Ericson… - Proceedings of the …, 2023 - dl.acm.org
AI code generators like OpenAI Codex have the potential to assist novice programmers by
generating code from natural language descriptions, however, over-reliance might …

Retrieval-augmented generation for ai-generated content: A survey

P Zhao, H Zhang, Q Yu, Z Wang, Y Geng, F Fu… - arxiv preprint arxiv …, 2024 - arxiv.org
The development of Artificial Intelligence Generated Content (AIGC) has been facilitated by
advancements in model algorithms, scalable foundation model architectures, and the …