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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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Marisa C. Peczuh

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Jul 2026

When Rubrics Change: Cross-Rubric Generalization for Critical Thinking Essay Scoring

Results show that trait-based intermediate structure and controlled supervision improve generalization to unseen rubrics, and increasing target-essay supervision improves performance.

Nischal Ashok Kumar, Payu Wittawatolarn, Sana Kang et al. · 0 citations

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