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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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Yao Wan

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#natural language process... Apr 2026

Correct Prediction, Wrong Steps? Consensus Reasoning Knowledge Graph for Robust Chain-of-Thought Synthesis

**CRAFT** (Consensus Reasoning knowledge graph Aggregation for Flaw-aware Trace synthesis), which aggregates the consensus components shared across multiple candidate reasoning traces to synthesize improved ones, consistently improves label-prediction accuracy on both logical and mathematical reasoning benchmarks.

Zi-Peng Ling, Shuliang Liu, Sheng-Hong Fu et al. · 1 citation

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