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Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments

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Published in:ArXiv cs.CL Recent Papers
Format: Online Article RSS Article
Published: 2026
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spellingShingle Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
ArXiv cs.CL Recent Papers
Civil & Construction
Engineering & Technology
sub_discipline_display Civil & Construction
sub_discipline_facet Civil & Construction
subject_display ArXiv cs.CL Recent Papers
Civil & Construction
Engineering & Technology
ArXiv cs.CL Recent Papers
Civil & Construction
Engineering & Technology
subject_facet ArXiv cs.CL Recent Papers
Civil & Construction
Engineering & Technology
title Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_auth Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_full Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_fullStr Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_full_unstemmed Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_short Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
title_sort logical consistency as a bridge: improving llm hallucination detection via label constraint modeling between responses and self-judgments
topic ArXiv cs.CL Recent Papers
Civil & Construction
Engineering & Technology
url https://arxiv.org/abs/2605.03971v1