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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