HepScript DSL Aims to Streamline HEP Data Analysis with AI
HepScript has been launched by researchers as a dual-use Domain-Specific Language (DSL) aimed at enhancing collaborative data analysis between humans and AI in High-Energy Physics (HEP). Tailored for the Beijing Spectrometer III (BESIII) experiment, HepScript provides a unified formal interface that simplifies HEP analysis logic through a limited syntax, making it user-friendly for experts and easily generated by AI systems. This approach tackles the issue of increasing data volumes in HEP, where Large Language Models (LLMs) face difficulties with intricate scientific workflows that demand extensive domain expertise and close integration with experiment-specific code. By concealing the complexities of the software infrastructure, HepScript converts high-level analytical goals into low-level, production-ready code, demonstrating through case studies that it minimizes the amount of code written by humans and enhances analytical productivity.
Key facts
- HepScript is a dual-use Domain-Specific Language (DSL) for HEP data analysis workflows.
- It was developed for the Beijing Spectrometer III (BESIII) experiment.
- HepScript serves as a shared formal interface between human experts and AI agents.
- It abstracts HEP analysis logic into a constrained syntax.
- The DSL hides the complexity of the underlying software stack.
- It translates high-level analysis intent into low-level, production-ready code.
- Case studies demonstrate reduced human-written code requirements.
- The methodology addresses escalating data scales in HEP.
Entities
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