uncertain-knowledge-graph

Debate-on-Graph (DoG) is a framework that enhances LLM reasoning by leveraging uncertain knowledge graphs (UKGs) with confidence scores, using a heuristic search and multi-agent debate mechanism to produce reliable answers. It achieves state-of-the-art performance on four QA benchmarks.