A two-stage LLM system extracts structured analysis selections from HEP papers and references then generates and validates executable code, achieving partial event-level matches on an ATLAS Higgs-to-four-leptons benchmark but limited by hallucination and stochasticity.
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Development of an LLM-Based System for Automatic Code Generation from HEP Publications
A two-stage LLM system extracts structured analysis selections from HEP papers and references then generates and validates executable code, achieving partial event-level matches on an ATLAS Higgs-to-four-leptons benchmark but limited by hallucination and stochasticity.