ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal
Tue 16 Apr 2024 14:00 - 15:30 at Fernando Pessoa - Focus Group: AI/ML for SE Chair(s): Reyhaneh Jabbarvand

Large language models have become increasingly utilized in programming contexts. However, due to the recent emergence of this trend, some aspects have been overlooked. We propose a research approach that investigates the inner mechanics of transformer networks, on a neuron, layer, and output representation level, to understand whether \textbf{there is a theoretical limitation that prevents large language models from performing optimally in a multilingual setting.} We propose to approach the investigation into the theoretical limitations, by addressing open problems in machine learning for the software engineering community. This will contribute to a greater understanding of large language models for programming-related tasks, making the findings more approachable to practitioners, and simply their implementation in future models.

Tue 16 Apr

Displayed time zone: Lisbon change

14:00 - 15:30
Focus Group: AI/ML for SEDoctoral Symposium at Fernando Pessoa
Chair(s): Reyhaneh Jabbarvand University of Illinois at Urbana-Champaign
14:00
90m
Poster
Beyond Accuracy: Evaluating Source Code Capabilities in Large Language Models for Software Engineering
Doctoral Symposium
Alejandro Velasco William & Mary
14:00
90m
Poster
Towards Interpreting the Behavior of Large Language Models on Software Engineering Tasks
Doctoral Symposium
Atish Kumar Dipongkor University of Central Florida
14:00
90m
Poster
Programming Language Models in Multilingual Settings
Doctoral Symposium
Jonathan Katzy Delft University of Technology
14:00
90m
Poster
Beyond Accuracy and Robustness Metrics for Large Language Models for Code
Doctoral Symposium
14:00
90m
Poster
Towards Safe, Secure, and Usable LLMs4Code
Doctoral Symposium
Ali Al-Kaswan Delft University of Technology, Netherlands