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Results show that keyword-guided hybrid retrieval improves evidence coverage and ranking quality, while structured multihop control further improves retrieval coverage and answer correctness in heterogeneous, high-stakes legal corpora.
The proposal integrates continuous collection, stream processing, temporal analytical storage, and interactive visualization via dashboards within a microservices framework within a microservices framework and indicates consistent gains in real-time indicator retrieval, historical time-series exploration, and the execu...
The findings reinforce that MLLMs currently serve best as assistive decisionsupport tools rather than autonomous diagnostic agents, and highlight the potential of retrieval-augmented and context-aware strategies for improving clinical reliability and interpretability.
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