Similar Items: Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
- Detecting Hallucinations in Large Language Models via Internal Attention Divergence Signals
- A multilingual hallucination benchmark: MultiWikiQHalluA
- The First Token Knows: Single-Decode Confidence for Hallucination Detection
- Text Corpora as Concept Fields: Black-Box Hallucination and Novelty Measurement
- SC-Taxo: Hierarchical Taxonomy Generation under Semantic Consistency Constraints using Large Language Models
- Models Recall What They Violate: Constraint Adherence in Multi-Turn LLM Ideation