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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

Atomic Calibration of LLMs in Long-Form Generations IJCNLP 2025
HalluCounter: Reference-free LLM Hallucination Detection in the Wild! IJCNLP 2025
Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts IJCNLP 2025
BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in Multiple Indian Languages IJCNLP 2025
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models IJCNLP 2025
Leveraging NTPs for Efficient Hallucination Detection in VLMs IJCNLP 2025
SmurfCat at SHROOM-CAP: Factual but Awkward? Fluent but Wrong? Tackling Both in LLM Scientific QA IJCNLP 2025
“AGI” team at SHROOM-CAP: Data-Centric Approach to Multilingual Hallucination Detection using XLM-RoBERTa IJCNLP 2025
SynClaimEval: A Framework for Evaluating the Utility of Synthetic Data in Long-Context Claim Verification IJCNLP 2025
SHROOM-CAP: Shared Task on Hallucinations and Related Observable Overgeneration Mistakes in Crosslingual Analyses of Publications IJCNLP 2025
HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization EMNLP 2025
Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis WACV 2025
HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain EMNLP 2025
Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs ACL 2025
TUM-MiKaNi at SemEval-2025 Task 3: Towards Multilingual and Knowledge-Aware Non-factual Hallucination Identification ACL 2025
HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs ACL 2025
Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025
Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models EMNLP 2025
Can LLMs Detect Intrinsic Hallucinations in Paraphrasing and Machine Translation? ACL 2025
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs EMNLP 2025
Estimating LLM Consistency: A User Baseline vs Surrogate Metrics EMNLP 2025
DASH: Detection and Assessment of Systematic Hallucinations of VLMs ICCV 2025
AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025
How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination EMNLP 2025
EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding EMNLP 2025