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DisasterLex introduces a knowledge-graph-mediated framework that improves text-to-SQL for disaster analytics by using an expert knowledge graph with causal edges to constrain schema and guide query planning, outperforming state-of-the-art baselines.
RemoteZero is a framework that eliminates the need for human-annotated box supervision in geospatial reasoning by leveraging the semantic verification capabilities of multimodal large language models (MLLMs) to enable self-evolving localization from unlabeled remote sensing data.