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Open access
Aug 2026
Investigating Reasoning in Large Language Models with Counterfactual Knowledge Graphs
This work delineates LLM reasoning boundaries and presents a new paradigm for fine-grained capability assessment, which suggests that genuine reasoning is demonstrated only when a model follows logical rules despite conflicting prior knowledge.
Fangfei Yan, Jianbo Yao, Michael K. Chen et al.
· Proceedings of the 32nd ACM... · 1 citation