Semantic backpropagation sends improvement messages backward through an AI agent's computation graph, conditioning each message on neighboring nodes, and improves accuracy on BIG-Bench Hard and GSM8K compared with TextGrad, OptoPrime, and COPRO.
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How to Correctly do Semantic Backpropagation on Language-based Agentic Systems
Semantic backpropagation sends improvement messages backward through an AI agent's computation graph, conditioning each message on neighboring nodes, and improves accuracy on BIG-Bench Hard and GSM8K compared with TextGrad, OptoPrime, and COPRO.