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hallucination detection

473 papers

Papers

Howard University - AI4PC at SemEval-2025 Task 3: Logit-based Supervised Token Classification for Multilingual Hallucination Span Identification Using XGBOD SemEval 2025 How LLMs React to Industrial Spatio-Temporal Data? Assessing Hallucination with a Novel Traffic Incident Benchmark Dataset NAACL 2025 How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination EMNLP 2025 HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025 iai_MSU at SemEval-2025 Task-3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes in English SemEval 2025 ICR Probe: Tracking Hidden State Dynamics for Reliable Hallucination Detection in LLMs ACL 2025 Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives IJCAI 2025 Improving Uncertainty Estimation through Semantically Diverse Language Generation ICLR 2025 Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering EMNLP 2025 IslamicEval 2025: The First Shared Task of Capturing LLMs Hallucination in Islamic Content EMNLP 2025 Is There No Such Thing as a Bad Question? H4R: HalluciBot for Ratiocination, Rewriting, Ranking, and Routing AAAI 2025 Just One is Enough: An Existence-based Alignment Check for Robust Japanese Pronunciation Estimation EMNLP 2025 keepitsimple at SemEval-2025 Task 3: LLM-Uncertainty based Approach for Multilingual Hallucination Span Detection SemEval 2025 K-HALU: Multiple Answer Korean Hallucination Benchmark for Large Language Models ICLR 2025 Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition EMNLP 2025 LCTeam at SemEval-2025 Task 3: Multilingual Detection of Hallucinations and Overgeneration Mistakes Using XLM-RoBERTa SemEval 2025 Learning Auxiliary Tasks Improves Reference-Free Hallucination Detection in Open-Domain Long-Form Generation ACL 2025 Leveraging NTPs for Efficient Hallucination Detection in VLMs AACL 2025 Light-Weight Hallucination Detection using Contrastive Learning for Conditional Text Generation ACL 2025 LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis IJCNLP 2025 LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations ICLR 2025 Localizing and Mitigating Errors in Long-form Question Answering ACL 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models ACL 2025