factual consistency

Structured Discourse Representation for Factual Consistency Verification ACL 2025 Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks AAAI 2025 Towards Rationale-Answer Alignment of LVLMs via Self-Rationale Calibration ICML 2025 Unstructured Evidence Attribution for Long Context Query Focused Summarization EMNLP 2025 AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation NAACL 2024 Ask, Assess, and Refine: Rectifying Factual Consistency and Hallucination in LLMs with Metric-Guided Feedback Learning EACL 2024 CCSum: A Large-Scale and High-Quality Dataset for Abstractive News Summarization NAACL 2024 ECON: On the Detection and Resolution of Evidence Conflicts EMNLP 2024 Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding NAACL 2024 Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models EACL 2024 Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models NAACL 2024 Improving Factual Consistency in Abstractive Summarization with Sentence Structure Pruning COLING 2024 Improving Factual Consistency of News Summarization by Contrastive Preference Optimization EMNLP 2024 Information Association for Language Model Updating by Mitigating LM-Logical Discrepancy CoNLL 2024 InterrogateLLM: Zero-Resource Hallucination Detection in LLM-Generated Answers ACL 2024 Knowledge Verification to Nip Hallucination in the Bud EMNLP 2024 Learning from Implicit User Feedback, Emotions and Demographic Information in Task-Oriented and Document-Grounded Dialogues EMNLP 2024 Learning to Generate Answers with Citations via Factual Consistency Models ACL 2024 Learning to Refine with Fine-Grained Natural Language Feedback EMNLP 2024 Less is More for Improving Automatic Evaluation of Factual Consistency NAACL 2024 LongDocFACTScore: Evaluating the Factuality of Long Document Abstractive Summarisation COLING 2024 On the Intractability to Synthesize Factual Inconsistencies in Summarization EACL 2024 Reassess Summary Factual Inconsistency Detection with Large Language Model ACL 2024 Speech vs. Transcript: Does It Matter for Human Annotators in Speech Summarization? ACL 2024 SummaCoz: A Dataset for Improving the Interpretability of Factual Consistency Detection for Summarization EMNLP 2024