ASMR extracts concepts with an LLM, clusters them into candidate fields, then uses RL to select compact non-redundant schemas for each ship-report form type.
https://www.researchgate.net/publication/387457163
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.AI 2years
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Large language models generate acceptable ER diagrams from simple requirements but show declining reliability, inconsistencies, and constraint failures as scenario complexity increases.
citing papers explorer
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ASMR: Agentic Schema Generation for Ship Maintenance Report Writing
ASMR extracts concepts with an LLM, clusters them into candidate fields, then uses RL to select compact non-redundant schemas for each ship-report form type.
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On the Limitations of Large Language Models for Conceptual Database Modeling
Large language models generate acceptable ER diagrams from simple requirements but show declining reliability, inconsistencies, and constraint failures as scenario complexity increases.