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AI System Generates Missing Physics Analysis Routines

By PulseAugur Editorial · [2 sources] ·

Researchers have developed AgentRivet, an automated system that uses large language models to generate Rivet routines from physics journal publications. This system aims to address the incomplete coverage of analysis preservation in particle physics experiments, where only 39% of measurements have documented Rivet routines. AgentRivet extracts physics analysis information from papers to write missing routines, incorporating intermediate code and physics reviews for quality control. Tests using commercial LLMs from OpenAI, Anthropic, and Google showed that AgentRivet produces competent routines with reasonable physics fidelity, though some implementation issues arise from ambiguous definitions in publications. AI

IMPACT Automates code generation for scientific research, potentially accelerating discovery and analysis in fields like particle physics.

RANK_REASON The cluster describes a research paper detailing a new automated system for generating code from scientific publications.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

AI System Generates Missing Physics Analysis Routines

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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Antonio J. Costa, Caterina Doglioni, Christian G\"utschow, Andrew D. Pilkington, Sukanya Sinha ·

    AgentRivet: an automated system for producing Rivet routines from journal publications

    arXiv:2606.13535v1 Announce Type: cross Abstract: Particle physics collider experiments provide Rivet routines as part of the analysis preservation strategy for model-independent measurements. Rivet is a C++ toolkit that allow new theoretical models to be compared to the measurem…

  2. arXiv cs.AI TIER_1 English(EN) · Sukanya Sinha ·

    AgentRivet: an automated system for producing Rivet routines from journal publications

    Particle physics collider experiments provide Rivet routines as part of the analysis preservation strategy for model-independent measurements. Rivet is a C++ toolkit that allow new theoretical models to be compared to the measurements, thus aiding the development and tuning of Mo…

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