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 …

Tool learning with foundation models

Y Qin, S Hu, Y Lin, W Chen, N Ding, G Cui… - ACM Computing …, 2024 - dl.acm.org
Humans possess an extraordinary ability to create and utilize tools. With the advent of
foundation models, artificial intelligence systems have the potential to be equally adept in …

A survey of large language models

WX Zhao, K Zhou, J Li, T Tang, X Wang, Y Hou… - arxiv preprint arxiv …, 2023 - arxiv.org
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 …

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 …

Pythia: A suite for analyzing large language models across training and scaling

S Biderman, H Schoelkopf… - International …, 2023 - proceedings.mlr.press
How do large language models (LLMs) develop and evolve over the course of training?
How do these patterns change as models scale? To answer these questions, we introduce …

Starcoder: may the source be with you!

R Li, LB Allal, Y Zi, N Muennighoff, D Kocetkov… - arxiv preprint arxiv …, 2023 - arxiv.org
The BigCode community, an open-scientific collaboration working on the responsible
development of Large Language Models for Code (Code LLMs), introduces StarCoder and …

Qwen technical report

J Bai, S Bai, Y Chu, Z Cui, K Dang, X Deng… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) have revolutionized the field of artificial intelligence,
enabling natural language processing tasks that were previously thought to be exclusive to …

Mathematical discoveries from program search with large language models

B Romera-Paredes, M Barekatain, A Novikov, M Balog… - Nature, 2024 - nature.com
Large language models (LLMs) have demonstrated tremendous capabilities in solving
complex tasks, from quantitative reasoning to understanding natural language. However …

Wizardcoder: Empowering code large language models with evol-instruct

Z Luo, C Xu, P Zhao, Q Sun, X Geng, W Hu… - arxiv preprint arxiv …, 2023 - arxiv.org
Code Large Language Models (Code LLMs), such as StarCoder, have demonstrated
exceptional performance in code-related tasks. However, most existing models are solely …

Bloom: A 176b-parameter open-access multilingual language model

T Le Scao, A Fan, C Akiki, E Pavlick, S Ilić, D Hesslow… - 2023 - inria.hal.science
Large language models (LLMs) have been shown to be able to perform new tasks based on
a few demonstrations or natural language instructions. While these capabilities have led to …