5 papers
Do LLMs Favor Their Providers? Measuring Vertical Integration Bias in Code Generation
Melih Catal, Alex Wolf, Tiago Ferreiro Matos +2
Large Language Models (LLMs) have become an integral part of software development, especially with the advent of agentic capabilities. Yet, many frontier LLMs are affiliated with s…
Multi Language Models for On-the-Fly Syntax Highlighting
Marco Edoardo Palma, Pooja Rani, Harald C. Gall
Syntax highlighting is a critical feature in modern software development environments, enhancing code readability and developer productivity. However, delivering accurate highlight…
Towards Privacy-Preserving Code Generation: Differentially Private Code Language Models
Melih Catal, Pooja Rani, Harald C. Gall
Large language models specialized for code (CodeLLMs) have demonstrated remarkable capabilities in generating code snippets, documentation, and test cases. However, despite their p…
Key-Augmented Neural Triggers for Knowledge Sharing
Alex Wolf, Marco Edoardo Palma, Pooja Rani +1
Repository-level code comprehension and knowledge sharing remain core challenges in software engineering. Large language models (LLMs) have shown promise by generating explanations…
Trustworthy Distributed Certification of Program Execution
Alex Wolf, Marco Edoardo Palma, Pasquale Salza +1
Verifying the execution of a program is complicated and often limited by the inability to validate the code's correctness. It is a crucial aspect of scientific research, where it i…