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hallucination detection

473 papers

Papers

REFIND at SemEval-2025 Task 3: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models SemEval 2025 Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution EMNLP 2025 Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty EMNLP 2025 Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification ACL 2025 SciBERT Meets Contrastive Learning: A Solution for Scientific Hallucination Detection ACL 2025 SciHallu: A Multi-Granularity Hallucination Detection Dataset for Scientific Writing IJCNLP 2025 Semantic Consistency-Based Uncertainty Quantification for Factuality in Radiology Report Generation NAACL 2025 SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes SemEval 2025 SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025 SHIFT: Smoothing Hallucinations by Information Flow Tuning for Multimodal Large Language Models ICCV 2025 SHROOM-CAP: Shared Task on Hallucinations and Related Observable Overgeneration Mistakes in Crosslingual Analyses of Publications AACL 2025 Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation EMNLP 2025 SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection SemEval 2025 SmurfCat at SHROOM-CAP: Factual but Awkward? Fluent but Wrong? Tackling Both in LLM Scientific QA AACL 2025 SpeechIQ: Speech-Agentic Intelligence Quotient Across Cognitive Levels in Voice Understanding by Large Language Models ACL 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Swushroomsia at SemEval-2025 Task 3: Probing LLMs’ Collective Intelligence for Multilingual Hallucination Detection SemEval 2025 SynClaimEval: A Framework for Evaluating the Utility of Synthetic Data in Long-Context Claim Verification AACL 2025 TCQA2: A Tiered Conversational Q&A Agent in Gaming ACL 2025 Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals ACL 2025 Team Cantharellus at SemEval-2025 Task 3: Hallucination Span Detection with Fine Tuning on Weakly Supervised Synthetic Data SemEval 2025 The Hallucination Tax of Reinforcement Finetuning EMNLP 2025 The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs EMNLP 2025 The Impact of Negated Text on Hallucination with Large Language Models EMNLP 2025 Token Knowledge: A New Perspective For Knowledge in Large Language Models EMNLP 2025