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This paper introduces data interpretation to measure spatiotemporal fields into physical invariants for LLMs to recover PDEs, tripling accuracy on benchmarks without training.
This paper presents an experimental study on using AI to find simulation models via natural language queries, evaluating data representations, embedding models, and retrieval strategies, finding that open-source embeddings and reranking methods significantly improve performance.