A human-in-the-loop multi-stage LLM workflow with an intermediate technical specification externalizing index conventions and contraction orders enables reliable DMRG code generation that reproduces known entanglement scaling and SPT order in spin chains, succeeding in all tested cases.
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DMRG calculations find trivial paramagnets on four Archimedean lattices, collinear Neel order on four others, competing phases including a possible spin liquid on the triangular lattice, and a likely Dirac spin liquid on the kagome lattice for the quantum dipolar XY model.
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From Paper to Program: Accelerating Quantum Many-Body Algorithm Development via a Multi-Stage LLM-Assisted Workflow
A human-in-the-loop multi-stage LLM workflow with an intermediate technical specification externalizing index conventions and contraction orders enables reliable DMRG code generation that reproduces known entanglement scaling and SPT order in spin chains, succeeding in all tested cases.
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Ground states of quantum XY dipoles on the Archimedean lattices
DMRG calculations find trivial paramagnets on four Archimedean lattices, collinear Neel order on four others, competing phases including a possible spin liquid on the triangular lattice, and a likely Dirac spin liquid on the kagome lattice for the quantum dipolar XY model.