CIE-Scorer detects unfaithful CoT by tracing compact sentence-level circuits, building internal-external reasoning graphs, and scoring their discrepancy with Fused Gromov-Wasserstein distance, reporting SOTA results on FaithCoT-Bench with reduced circuit cost.
InProceedings of ICLR
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
An NSM-based explication parser with fixed semantic rules produces emotion labels for events, achieving 0.33 accuracy on held-out crowd-sourced data while shifting empirical risk to an inspectable parser.
citing papers explorer
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Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy
CIE-Scorer detects unfaithful CoT by tracing compact sentence-level circuits, building internal-external reasoning graphs, and scoring their discrepancy with Fused Gromov-Wasserstein distance, reporting SOTA results on FaithCoT-Bench with reduced circuit cost.
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Faithful by Definition: Emotion Analysis via Natural Semantic Metalanguage Explications
An NSM-based explication parser with fixed semantic rules produces emotion labels for events, achieving 0.33 accuracy on held-out crowd-sourced data while shifting empirical risk to an inspectable parser.