5 citations · 5 across the 5 of their papers we have counts for
7 papers
Mitigating Errors in LLM-Generated Web API Invocations via Retrieval-Augmented Generation and Constrained Decoding
Daniel Maninger, Leon Chemnitz, Jannis Brugger +3
Integration of web APIs is a cornerstone of modern software systems, yet writing correct web API invocation code remains challenging due to complex and evolving API specifications.…
Beyond BLEU: A Semantic Evaluation Method for Code Translation
Julius Näumann, Sven Keidel, Amir Molzam Sharifloo +1
Code translation is one of the core capabilities of LLMs. However, evaluating the correctness of translations remains difficult, as commonly used metrics such as BLEU measure only…
Deep Graph-Language Fusion for Structure-Aware Code Generation
Mert Tiftikci, Amir Molzam Sharifloo, Mira Mezini
Pre-trained Language Models (PLMs) have the potential to transform software development tasks. However, despite significant advances, current PLMs struggle to capture the structure…
Where Do LLMs Still Struggle? An In-Depth Analysis of Code Generation Benchmarks
Amir Molzam Sharifloo, Maedeh Heydari, Parsa Kazerooni +2
Large Language Models (LLMs) have achieved remarkable success in code generation, and the race to improve their performance has become a central focus of AI research. Benchmarks an…
Benchmarking Web API Integration Code Generation
Daniel Maninger, Leon Chemnitz, Amir Molzam Sharifloo +2
API integration is a cornerstone of our digital infrastructure, enabling software systems to connect and interact. However, as shown by many studies, writing or generating correct…
Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution
Pooyan Jamshidi, Amir Sharifloo, Claus Pahl +2
Cloud controllers aim at responding to application demands by automatically scaling the compute resources at runtime to meet performance guarantees and minimize resource costs. Exi…
Verification for Reliable Product Lines
Maxime Cordy, Patrick Heymans, Pierre-Yves Schobbens +3
Many product lines are critical, and therefore reliability is a vital part of their requirements. Reliability is a probabilistic property. We therefore propose a model for feature-…