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Papers
Luna: A Lightweight Evaluation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost
COLING 2025
MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness
EMNLP 2025
Make VLM Recognize Visual Hallucination on Cartoon Character Image with Pose Information
WACV 2025
MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation
SemEval 2025
MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models
EMNLP 2025
MHALO: Evaluating MLLMs as Fine-grained Hallucination Detectors
ACL 2025
MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models
ACL 2025
MSA at SemEval-2025 Task 3: High Quality Weak Labeling and LLM Ensemble Verification for Multilingual Hallucination Detection
SemEval 2025
Natural Language Inference Fine-tuning for Scientific Hallucination Detection
ACL 2025
NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT
SemEval 2025
NLP_CIMAT at SemEval-2025 Task 3: Just Ask GPT or look Inside. A prompt and Neural Networks Approach to Hallucination Detection
SemEval 2025
ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models
CVPR 2025
OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens
ACL 2025
On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation
NAACL 2025
Overview of the Fifth Workshop on Scholarly Document Processing
ACL 2025
Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content
ACL 2025
PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset
CVPR 2025
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis
EMNLP 2025
Prompt-Guided Internal States for Hallucination Detection of Large Language Models
ACL 2025
Pruning Weights but Not Truth: Safeguarding Truthfulness While Pruning LLMs
EMNLP 2025
RaDIO: Real-Time Hallucination Detection with Contextual Index Optimized Query Formulation for Dynamic Retrieval Augmented Generation
AAAI 2025
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework
ACL 2025
RaggedyFive at SemEval-2025 Task 3: Hallucination Span Detection Using Unverifiable Answer Detection
SemEval 2025
Reconsidering LLM Uncertainty Estimation Methods in the Wild
ACL 2025
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability
ICLR 2025