factual accuracy

Generating Tables from the Parametric Knowledge of Language Models NAACL 2025 Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training ACL 2025 HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain EMNLP 2025 Integrative Decoding: Improving Factuality via Implicit Self-consistency ICLR 2025 Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025 Is Factuality Enhancement a Free Lunch For LLMs? Better Factuality Can Lead to Worse Context-Faithfulness ICLR 2025 LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation ACL 2025 LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability EMNLP 2025 Mind the Blind Spots: A Focus-Level Evaluation Framework for LLM Reviews EMNLP 2025 Mitigating Hallucination by Integrating Knowledge Graphs into LLM Inference – a Systematic Literature Review ACL 2025 Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation ACL 2025 NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models ICLR 2025 On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025 RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework ACL 2025 Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025 ReviewEval: An Evaluation Framework for AI-Generated Reviews EMNLP 2025 Rewind and Render: Towards Factually Accurate Text-to-Video Generation with Distilled Knowledge Retrieval AAAI 2025 SHROOM-CAP: Shared Task on Hallucinations and Related Observable Overgeneration Mistakes in Crosslingual Analyses of Publications AACL 2025 Style Over Substance: Evaluation Biases for Large Language Models COLING 2025