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Dacheng Tao

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Book 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. · 1 citation