ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal

In the rapidly evolving landscape of software development, Large Language Models (LLMs) for code have emerged as groundbreaking tools for code completion, synthesis, and analysis. BigCode is an open scientific collaboration for the responsible development of code LLMs. In this talk, we will cover some of the foundational elements of BigCode, including open large-scale code datasets such as The Stack, data governance, and transparency standards, as well as our approach for training the competitive StarCoder and StarCoder2 models.

Loubna Ben Allal is a Machine Learning Engineer in the Science team at Hugging Face working on Large Language Models for code & Synthetic data generation. She is part of the core team behind the BigCode Project and has co-authored The Stack dataset and StarCoder models for code generation. Loubna holds Mathematics & Deep Learning Master’s Degrees from Ecole des Mines de Nancy and ENS Paris Saclay.

Sat 20 Apr

Displayed time zone: Lisbon change

14:00 - 15:30
Session 3: Keynote 2 + Position PapersLLM4Code at Luis de Freitas Branco
Chair(s): Lingming Zhang University of Illinois at Urbana-Champaign
14:00
50m
Keynote
Open development of Large Language Models for code with BigCode and StarCoder2
LLM4Code
Loubna Ben Allal Hugging Face
14:50
8m
Talk
Benchmarking the Security Aspect of Large Language Model-Based Code Generation
LLM4Code
Cheng Cheng Concordia University, Jinqiu Yang Concordia University
Pre-print
14:58
8m
Talk
Enhancing LLM-Based Coding Tools through Native Integration of IDE-Derived Static Context
LLM4Code
Yichen LI The Chinese University of Hong Kong, Yun Peng The Chinese University of Hong Kong, Yintong Huo The Chinese University of Hong Kong, Michael Lyu The Chinese University of Hong Kong
Pre-print
15:06
8m
Talk
Evaluating Fault Localization and Program Repair Capabilities of Existing Closed-Source General-Purpose LLMs
LLM4Code
Shengbei Jiang Beijing Jiaotong University, Jiabao Zhang Beijing Jiaotong University, Wei Chen Beijing Jiaotong University, Bo Wang Beijing Jiaotong University, Jianyi Zhou Huawei Cloud Computing Technologies Co., Ltd., Jie M. Zhang King's College London
Pre-print
15:14
8m
Talk
MoonBit: Explore the Design of an AI-Friendly Programming Language
LLM4Code
Haoxiang Fei International Digital Economy Academy, Yu Zhang International Digital Economy Academy, Hongbo Zhang International Digital Economy Academy, Yanlin Wang Sun Yat-sen University, Qing Liu International Digital Economy Academy
Pre-print
15:22
8m
Talk
Toward a New Era of Rapid Development: Assessing GPT-4-Vision's Capabilities in UML-Based Code Generation
LLM4Code
Gabor Antal University of Szeged, Richárd Vozár Department of Software Engineering, University of Szeged, Hungary, Rudolf Ferenc University of Szeged