SMADE-IE: Sparse Multi-Agent Framework with Evidence-Driven Debate for Zero-Shot Information Extraction
SMADE-IE is a sparse, evidence-driven multi-agent framework for zero-shot information extraction that tackles issues like boundary errors and token overhead. It uses an Adaptive Mode Selector to choose between global or type-centric modes and an EvidenceDriven Debate mechanism to resolve conflicts using Toulmin argumentation and Bayesian updates.