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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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Changyu Chen

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Jul 2026

INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models

ins-ActBench provides a reproducible foundation for developing actuarial LLMs toward reliable professional assistance and reveals a clear capability boundary: frontier LLMs perform strongly on standardized knowledge, but remain much weaker in case reasoning, tool-based workflows, and jurisdiction-sensitive practice.

Changyu Chen, Chenwei Lin, X. Xu · 0 citations

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