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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Jiaxing Wang

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Book Open access Jul 2026

RULER: Robust Unified LLM-based Efficient Retrieval for Legal Information

Legal information retrieval demands high precision, yet traditional ''Retrieve-then-Rerank'' pipelines with two separate models suffer from cascading error propagation and knowledge disconnects between stages. To address these issues, we propose RULER, a Robust Unified LLM-based Efficient Retrieval that integrates effi...

Chenyu Hou, Ziyang Wang, Bin Cao et al. · 0 citations

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