Towards Retrieval Augmented Generation in High-Energy and Astroparticle Physics

arXiv:2610.00891 · astro-ph.HE, hep-ph · Submitted 2026-10-01 · Read on arXiv

astro-ph.HE, hep-ph

Submitted: 2026-10-01

Updated: 2026-10-01

Terminology

• RAG — 23× in this paper · explained in 3 episodes
• Benchmark — 21× in this paper · explained in 2 episodes
• Embeddings — 13× in this paper · explained in 2 episodes
• Verification — 7× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 5× in this paper · explained in 3 episodes
• LLM judge — 4× in this paper · explained in 2 episodes
• Large Language Model — 4× in this paper
• Retrieval Augmented Generation — 3× in this paper
• Foundation Model — 2× in this paper · explained in 3 episodes
• Foundation Models — 2× in this paper · explained in 7 episodes
• Positional Bias — 2× in this paper · explained in 2 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Clustering — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Retrieval Augmented Generation (RAG) — 1× in this paper · explained in 4 episodes
• Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Standard Model Effective Field Theory — 1× in this paper
• Uniform Manifold Approximation and Projection — 1× in this paper
• Weakly Interacting Massive Particle — 1× in this paper

Sources

• Next-to-Leading Order Running in the SMEFT
• Renormalization of Higher-Dimensional Operators from On-shell Amplitudes
• Renormalization Group Evolution from On-shell SMEFT
• Renormalization Group Evolution of the Standard Model Dimension Six Operators I: Formalism and lambda Dependence
• Structure of two-loop SMEFT anomalous dimensions via on-shell methods
• Two-loop anomalous dimensions for baryon-number-violating operators in SMEFT
• Renormalisation group effects on SMEFT interpretations of LHC data
• Impact of SMEFT renormalisation group running on Higgs production at the LHC
• Renormalisation group effects in SMEFT for di-Higgs production
• Flavour Violating Effects of Yukawa Running in SMEFT
• wilson: A package for renormalization group running in the SMEFT with Sterile Neutrinos
• ALP-SMEFT Interference
• Completing the one-loop $\nu$SMEFT Renormalization Group Evolution
• Revisiting Renormalization Group Equations of the SMEFT Dimension-Seven Operators
• Theoretical developments in the SMEFT at dimension-8 and beyond
• Probing dimension-8 SMEFT operators through neutral meson mixing
• Renormalization-group running of dimension-8 four-fermion operators in the SMEFT
• VERITAS observations of the Segue 1 dwarf spheroidal galaxy
• Indirect searches for dark matter annihilations toward dwarf spheroidal galaxies with VERITAS
• Dark Matter Annihilation Limits from Dwarf Galaxies using VERITAS

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