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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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Marwah Alaofi

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Book Open access Jul 2026

Does LLM Relevance Labelling Work for Arabic?

It is shown that agreement on binary labels and system ordering is generally high, with no cases of significant opposite conclusions; however, there are cases of false or missed improvements and noticeable limitations when labelling manual, highly performing systems.

Marwah Alaofi, Fatima Haouari · 0 citations

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