factual accuracy

105 papers

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Co-occurring keywords

large language model (12755) hallucination detection (505) retrieval-augmented generation (1459) hallucination mitigation (306) text generation (2903) language model (4573) question answering (2904) multilingual nlp (1423) knowledge graph (1795) long-form generation (49)

Papers

Multi-Hall-SA: A Cross-lingual Benchmark for Multi-Type Hallucination Detection in Low-Resource South African Languages EACL 2026

KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge EACL 2026

Rethinking the Evaluation of Alignment Methods: Insights into Diversity, Generalisation, and Safety EACL 2026

ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs EACL 2026

GEAR: A Scalable and Interpretable Evaluation Framework for RAG-Based Car Assistant Systems EMNLP 2025

RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework ACL 2025

Truth, Trust, and Trouble: Medical AI on the Edge EMNLP 2025

Truth Knows No Language: Evaluating Truthfulness Beyond English ACL 2025

Mind the Blind Spots: A Focus-Level Evaluation Framework for LLM Reviews EMNLP 2025

Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025

Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training ACL 2025

Atomic Consistency Preference Optimization for Long-Form Question Answering IJCNLP 2025

Who Remembers What? Tracing Information Fidelity in Human-AI Chains IJCNLP 2025

ControlMed: Adding Reasoning Control to Medical Language Model IJCNLP 2025

Generating Tables from the Parametric Knowledge of Language Models NAACL 2025

Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025

Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025

Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025

Uncertainty-Aware Contrastive Decoding ACL 2025

UCSC at SemEval-2025 Task 3: Context, Models and Prompt Optimization for Automated Hallucination Detection in LLM Output ACL 2025

Lifelong Model Editing with Graph-Based External Memory ACL 2025

AccessEval: Benchmarking Disability Bias in Large Language Models EMNLP 2025

Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation NAACL 2025

Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025

LoGU: Long-form Generation with Uncertainty Expressions ACL 2025