Graph Reasoning Coherence Score (GRCS) and Graph Self-Consistency (GSC) quantify and select faithful LLM reasoning better than final-answer majority voting, with the selected medoid acting as a load-bearing path under ablation.
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Can We Trust LLM's Logic? Quantifying Uncertainty, Coherence, and Robustness via a Graph-Based Framework
Graph Reasoning Coherence Score (GRCS) and Graph Self-Consistency (GSC) quantify and select faithful LLM reasoning better than final-answer majority voting, with the selected medoid acting as a load-bearing path under ablation.