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cs.AI2025
SELECT: Semantic Erasure Boundary Construction with Sibling Exclusive Counterfactuals
Tong Zhang, Ru Zhang, Jianyi Liu +2
Concept erasure aims to suppress undesirable concepts in text-to-image diffusion models while preserving their generative capabilities. Existing methods often redirect target conce…
cs.AI2025
NCV: A Node-Wise Consistency Verification Approach for Low-Cost Structured Error Localization in LLM Reasoning
Yulong Zhang, Li Wang, Wei Du +7
Verifying multi-step reasoning in large language models is difficult due to imprecise error localization and high token costs. Existing methods either assess entire reasoning chain…