Bridging Neurons and Symbols for NLP and Knowledge Graph Reasoning

This book constitutes the refereed proceedings of the Third International Workshop on Bridging Neurons and Symbols for NLP and Knowledge Graph Reasoning, NeusymBridge@AAAI 2026, held in conjunction with AAAI 2026, Singapore, on January 26, 2026.This volume comprises 10 full papers: 6 papers selected from 45 submissions to the NeusymBridge@AAAI’26, 2 papers based on keynote presentations at NeusymBridge, and 2 invited papers from NeusymBridge sibling workshop. All 10 papers underwent a rigorous peer-review process. They reflect the diversity and vitality of current research at the intersection of neural and symbolic AI, addressing a broad spectrum of challenges and opportunities.