Mhpp: Exploring the capabilities and limitations of language models beyond basic code generation

J Dai, J Lu, Y Feng, D Huang, G Zeng, R Ruan… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in large language models (LLMs) have greatly improved code
generation, specifically at the function level. For instance, GPT-4o has achieved a 91.0 …

Language Models for Code Optimization: Survey, Challenges and Future Directions

J Gong, V Voskanyan, P Brookes, F Wu, W Jie… - arXiv preprint arXiv …, 2025 - arxiv.org
Language models (LMs) built upon deep neural networks (DNNs) have recently
demonstrated breakthrough effectiveness in software engineering tasks like code …