factual consistency

BanglaSummEval: Reference-Free Factual Consistency Evaluation for Bangla Summarization EACL 2026 CoFact: Dynamic Coordination of Attention Heads for Improving Factual Consistency in LLMs AAAI 2026 CT-FineBench: A Diagnostic Fidelity Benchmark for Fine-Grained Evaluation of CT Report Generation ACL 2026 FactVerse: A Benchmark for Factual Consistency in Interleaved Image–Text Generation ACL 2026 HalluClean: A Unified Framework to Combat Hallucinations in LLMs AAAI 2026 LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction ACL 2026 NewsLensAI: NER-Guided Summarization for Mitigating Hallucination and Bias in LLM-Based News Summaries (Student Abstract) AAAI 2026 ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization ACL 2026 Stress Testing Factual Consistency Metrics for Long-Document Summarization ACL 2026 AraHalluEval: A Fine-grained Hallucination Evaluation Framework for Arabic LLMs EMNLP 2025 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025 CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization ACL 2025 Discrepancy Detection at the Data Level: Toward Consistent Multilingual Question Answering EMNLP 2025 Enhancing Factual Consistency in Text Summarization via Counterfactual Debiasing COLING 2025 Enhancing Long Document Long Form Summarisation with Self-Planning IJCNLP 2025 Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025 Factual Dialogue Summarization via Learning from Large Language Models COLING 2025 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025 Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation IJCNLP 2025 Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition EMNLP 2025 MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration NAACL 2025 Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics EMNLP 2025 Paths Not Taken: Understanding and Mending the Multilingual Factual Recall Pipeline EMNLP 2025 QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering EMNLP 2025