AINeutralarXiv – CS AI · 5h ago6/10
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GEM: Graph-Enhanced Mixture-of-Experts with ReAct Agents for Dialogue State Tracking
Researchers introduce GEM, a novel framework combining Graph Neural Networks, mixture-of-experts routing, and ReAct agents to improve Dialogue State Tracking in multi-domain conversations. The approach achieves 65.19% accuracy on MultiWOZ 2.2, substantially outperforming large language models and existing state-of-the-art methods.