A taxonomy-guided RAG system with LLMs reduces hallucinations and improves migration suggestions for Qiskit code compared to unconstrained retrieval.
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2026 2verdicts
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The authors introduce an evaluation suite for assessing LLMs on isolated greenfield Python programming tasks via natural language prompts.
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Qiskit Code Migration with LLMs
A taxonomy-guided RAG system with LLMs reduces hallucinations and improves migration suggestions for Qiskit code compared to unconstrained retrieval.
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Vibe Coding Ate My Homework: An evaluation of AI approaches to greenfield software engineering and programming
The authors introduce an evaluation suite for assessing LLMs on isolated greenfield Python programming tasks via natural language prompts.