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conftrace_

factual accuracy

106 papers

Papers

Toward Robust Hyper-Detailed Image Captioning: A Multiagent Approach and Dual Evaluation Metrics for Factuality and Coverage ICML 2025 Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025 Trust Me, I’m Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer EMNLP 2025 Truth Knows No Language: Evaluating Truthfulness Beyond English ACL 2025 Truth, Trust, and Trouble: Medical AI on the Edge EMNLP 2025 Uncertainty-Aware Contrastive Decoding ACL 2025 Where Confabulation Lives: Latent Feature Discovery in LLMs EMNLP 2025 Who Remembers What? Tracing Information Fidelity in Human-AI Chains IJCNLP 2025 Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025 A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation COLING 2024 “According to . . . ”: Prompting Language Models Improves Quoting from Pre-Training Data EACL 2024 A Closer Look at Claim Decomposition NAACL 2024 Adding Argumentation into Human Evaluation of Long Document Abstractive Summarization: A Case Study on Legal Opinions COLING 2024 An Analysis of Multilingual FActScore EMNLP 2024 An Audit on the Perspectives and Challenges of Hallucinations in NLP EMNLP 2024 A Survey of Confidence Estimation and Calibration in Large Language Models NAACL 2024 Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models ICLR 2024 Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models EMNLP 2024 D-NLP at SemEval-2024 Task 2: Evaluating Clinical Inference Capabilities of Large Language Models SemEval 2024 Do Language Models Know When They’re Hallucinating References? EACL 2024 Enhancing Language Model Factuality via Activation-Based Confidence Calibration and Guided Decoding EMNLP 2024 Evaluating ChatNetZero, an LLM-Chatbot to Demystify Climate Pledges ACL 2024 Evaluating Large Language Models for Health-related Queries with Presuppositions ACL 2024 FactAlign: Long-form Factuality Alignment of Large Language Models EMNLP 2024 Factcheck-Bench: Fine-Grained Evaluation Benchmark for Automatic Fact-checkers EMNLP 2024