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hallucination detection

530 papers

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large language model (13587) retrieval-augmented generation (1592) text generation (2913) text classification (6793) uncertainty quantification (1393) natural language inference (1287) language model (4599) question answering (2963) benchmark evaluation (1556) fact verification (257)

Papers

AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation EMNLP 2025
HalluLens: LLM Hallucination Benchmark ACL 2025
ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025
CCHall: A Novel Benchmark for Joint Cross-Lingual and Cross-Modal Hallucinations Detection in Large Language Models ACL 2025
VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025
From RAG to Reality: Coarse-Grained Hallucination Detection via NLI Fine-Tuning ACL 2025
NLP_CIMAT at SemEval-2025 Task 3: Just Ask GPT or look Inside. A prompt and Neural Networks Approach to Hallucination Detection ACL 2025
VADE: Visual Attention Guided Hallucination Detection and Elimination ACL 2025
SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection ACL 2025
HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection ACL 2025
FiRC-NLP at SemEval-2025 Task 3: Exploring Prompting Approaches for Detecting Hallucinations in LLMs ACL 2025
COGUMELO at SemEval-2025 Task 3: A Synthetic Approach to Detecting Hallucinations in Language Models based on Named Entity Recognition ACL 2025
MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025
Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition EMNLP 2025
MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models EMNLP 2025
Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions EMNLP 2025
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering EMNLP 2025
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning EMNLP 2025
E-Verify: A Paradigm Shift to Scalable Embedding-based Factuality Verification EMNLP 2025
Where Did That Come From? Sentence-Level Error-Tolerant Attribution EMNLP 2025
Token Knowledge: A New Perspective For Knowledge in Large Language Models EMNLP 2025
Evaluating Evaluation Metrics – The Mirage of Hallucination Detection EMNLP 2025
Understanding GUI Agent Localization Biases through Logit Sharpness EMNLP 2025
AraHalluEval: A Fine-grained Hallucination Evaluation Framework for Arabic LLMs EMNLP 2025
Light-Weight Hallucination Detection using Contrastive Learning for Conditional Text Generation ACL 2025