FalseReject: A Resource for Improving Contextual Safety and Mitigating Over-Refusals in LLMs via Structured Reasoning
พฤษภาคม 14, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2505.08054v1 Announce Type: new Abstract: Safety alignment approaches in large language models (LLMs) often lead...
False Sense of Security: Why Probing-based Malicious Input Detection Fails to Generalize
กันยายน 5, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2509.03888v1 Announce Type: new Abstract: Large Language Models (LLMs) can comply with harmful instructions, raising...
Falcon: A Comprehensive Chinese Text-to-SQL Benchmark for Enterprise-Grade Evaluation
ตุลาคม 30, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2510.24762v1 Announce Type: new Abstract: We introduce Falcon, a cross-domain Chinese text-to-SQL benchmark grounded in...
FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge
ตุลาคม 28, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2502.19207v2 Announce Type: replace Abstract: Various studies have attempted to remove sensitive or private knowledge...
Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation
เมษายน 30, 2026admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2505.21072v5 Announce Type: replace Abstract: Large Language Models (LLMs) enhanced with retrieval, an approach known...
Faithfulness metric fusion: Improving the evaluation of LLM trustworthiness across domains
ธันวาคม 8, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2512.05700v1 Announce Type: new Abstract: We present a methodology for improving the accuracy of faithfulness...
FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics
กรกฎาคม 26, 2026admin NUAI,Committee,ข่าว,Uncategorized(0)In this tutorial, we explore FAIRChem v2 and the UMA universal machine-learning interatomic potential as...
Fair-GPTQ: Bias-Aware Quantization for Large Language Models
กันยายน 19, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2509.15206v1 Announce Type: new Abstract: High memory demands of generative language models have drawn attention...
Fair Text Classification via Transferable Representations
ธันวาคม 8, 2025admin NUAI,Committee,ข่าว,Uncategorized(0)arXiv:2503.07691v2 Announce Type: replace-cross Abstract: Group fairness is a central research topic in text classification...