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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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Yi-Ran Liu

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Review Open access Sep 2026

Performance and Consistency of Large Language Models in Key Labor-Intensive Tasks of Systematic Reviews.

OBJECTIVE To evaluate the performance and consistency of Large Language Models (LLMs) in core systematic review (SR) tasks and to introduce open-source tools for automated batch processing that provide decision rationales. METHODS We assessed GPT-4o, Kimi-K2, DeepSeek-V3, and DeepSeek-R1 on five SR tasks: title/abstr...

Yi-Ran Liu, Xi-Ling Wang, Zi-Xuan Zhou et al. · 0 citations

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