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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

How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination EMNLP 2025
Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models EMNLP 2025
The Impact of Negated Text on Hallucination with Large Language Models EMNLP 2025
VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025
SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025
Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA EMNLP 2025
CCHall: A Novel Benchmark for Joint Cross-Lingual and Cross-Modal Hallucinations Detection in Large Language Models ACL 2025
Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models EMNLP 2025
AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation EMNLP 2025
ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025
FiRC-NLP at SemEval-2025 Task 3: Exploring Prompting Approaches for Detecting Hallucinations in LLMs ACL 2025
Overview of the SciHal25 Shared Task on Hallucination Detection for Scientific Content ACL 2025
HalluLens: LLM Hallucination Benchmark ACL 2025
Howard University - AI4PC at SemEval-2025 Task 3: Logit-based Supervised Token Classification for Multilingual Hallucination Span Identification Using XGBOD ACL 2025
COGUMELO at SemEval-2025 Task 3: A Synthetic Approach to Detecting Hallucinations in Language Models based on Named Entity Recognition ACL 2025
Attention-guided Self-reflection for Zero-shot Hallucination Detection in Large Language Models EMNLP 2025
Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025
MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation ACL 2025
LCTeam at SemEval-2025 Task 3: Multilingual Detection of Hallucinations and Overgeneration Mistakes Using XLM-RoBERTa ACL 2025
RaggedyFive at SemEval-2025 Task 3: Hallucination Span Detection Using Unverifiable Answer Detection ACL 2025
FunghiFunghi at SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes ACL 2025
HausaNLP at SemEval-2025 Task 3: Towards a Fine-Grained Model-Aware Hallucination Detection ACL 2025
Swushroomsia at SemEval-2025 Task 3: Probing LLMs’ Collective Intelligence for Multilingual Hallucination Detection ACL 2025
AILS-NTUA at SemEval-2025 Task 3: Leveraging Large Language Models and Translation Strategies for Multilingual Hallucination Detection ACL 2025