Hpc-gpt: Integrating large language model for high-performance computing

X Ding, L Chen, M Emani, C Liao, PH Lin… - Proceedings of the SC' …, 2023 - dl.acm.org
Large Language Models (LLMs), including the LLaMA model, have exhibited their efficacy
across various general-domain natural language processing (NLP) tasks. However, their …

Knowledge Transfer from High-Resource to Low-Resource Programming Languages for Code LLMs

F Cassano, J Gouwar, F Lucchetti… - arXiv preprint arXiv …, 2023 - arxiv.org
Over the past few years, Large Language Models of Code (Code LLMs) have started to have
a significant impact on programming practice. Code LLMs are also emerging as a building …

Can Large Language Models Write Parallel Code?

D Nichols, JH Davis, Z Xie, A Rajaram… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models are becoming an increasingly popular tool for software
development. Their ability to model and generate source code has been demonstrated in a …

Position Paper: The Landscape and Challenges of HPC Research and LLMs

L Chen, NK Ahmed, A Dutta, A Bhattacharjee… - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, language models (LMs), especially large language models (LLMs), have
revolutionized the field of deep learning. Both encoder-decoder models and prompt-based …

How Beginning Programmers and Code LLMs (Mis) read Each Other

S Nguyen, HML Babe, Y Zi, A Guha… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative AI models, specifically large language models (LLMs), have made strides
towards the long-standing goal of text-to-code generation. This progress has invited …

[PDF][PDF] CloudEval-YAML: A Realistic and Scalable Benchmark for Cloud Configuration Generation

Y Xu, Y Chen, X Zhang, X Lin, P Hu, Y Ma, S Lu, W Du… - 2023 - mlforsystems.org
Among the thriving ecosystem of cloud computing and the proliferation of Large Language
Model (LLM)-based code generation tools, there is a lack of benchmarking for code …

Cyber-Physical Systems Optimization with Reinforcement Learning: Methods and Applications

X Ding - 2023 - escholarship.org
Cyber-physical systems rely on many control and decision-making algorithms. However, the
majority of cyber-physical systems today are still operated by simple rule-based and …

Reinforcement Learning for Optimized Information Retrieval in LLaMA

CH Tu, HJ Hsu, SW Chen - 2024 - researchsquare.com
This study introduces a new approach to enhance information retrieval accuracy in Large
Language Models (LLMs) by integrating a specially designed reinforcement learning …