{"slug": "how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and", "title": "How Can AI Find My Model? A Model-Finding Experimental Study Considering Data Formats, Embeddings, and Retrieval Strategies", "summary": "A new study from arXiv investigates how AI can retrieve simulation models using natural language queries, finding that data representation, open-source embedding models, and reranking strategies significantly impact retrieval performance. The research provides a baseline for AI-driven model discovery, aiming to improve composability and interoperability in modeling and simulation.", "body_md": "arXiv:2606.30846v1 Announce Type: new\nAbstract: Discovering simulation models for reuse remains a fundamental challenge in Modeling and Simulation (M&S). When many models coexist, identifying those that align with a given modeling intent remains difficult. Recent advances in Artificial Intelligence (AI), particularly retrieval-based approaches, offer a promising pathway to operate at this semantic layer. In this paper, we present an experimental study investigating the impact of data representation, transformer-based embedding models, and retrieval strategies on the discovery of simulation models using natural language queries. We evaluated performance across multiple query types using standard information retrieval metrics, including recall@5 and nDCG@5. Results show that data representation matters, open-source embedding models can achieve high performance, and reranking methods are important, especially as query complexity increases. This work provides a baseline for AI-driven model discovery and discusses its role in advancing toward AI-driven composability and interoperability.", "url": "https://wpnews.pro/news/how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and", "canonical_source": "https://arxiv.org/abs/2606.30846", "published_at": "2026-07-01 04:00:00+00:00", "updated_at": "2026-07-01 04:24:00.709582+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "natural-language-processing", "ai-research"], "entities": ["arXiv"], "alternates": {"html": "https://wpnews.pro/news/how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and", "markdown": "https://wpnews.pro/news/how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and.md", "text": "https://wpnews.pro/news/how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and.txt", "jsonld": "https://wpnews.pro/news/how-can-ai-find-my-model-a-model-finding-experimental-study-considering-data-and.jsonld"}}