Many NLP classification tasks, such as sexism/racism detection or toxicity detection, are based on human values. Yet, human values can vary under diverse cultural conditions. Therefore, we introduce a framework for value-aligned classification that performs prediction based on explicitly written human values in the command. Along with the task, we propose a practical approach that distills value-aligned knowledge from large-scale language models (LLMs) to construct value-aligned classifiers in two steps. First, we generate value-aligned training data from LLMs by prompt-based few-shot learning. Next, we fine-tune smaller classification models with the generated data for the task. Empirical results show that our VA-Models surpass multiple baselines by at least 15.56% on the F1-score, including few-shot learning with OPT-175B and existing text augmentation methods. We suggest that using classifiers with explicit human value input improves both inclusivity & explainability in AI.
German General Social Survey Personas: A Survey-Derived Persona Prompt Collection for Population-Aligned LLM Studies
University of Mannheim（曼海姆大学）；GESIS -- Leibniz Institute for the Social Sciences（莱布尼茨社会科学研究所）；RWTH Aachen University（亚琛工业大学）；Complexity Science Hub（复杂性科学中心）
ForgeDAN: An Evolutionary Framework for Jailbreaking Aligned Large Language Models
iFLYTEK Security Laboratory（iFLYTEK安全实验室）；Anhui SparkShield Intelligent Technology Co., Ltd.（安徽SparkShield智能科技有限公司）；Peking University（北京大学）；School of Automation, University of Electronic Science and Technology of China（电子科技大学自动化学院）；Northwest University（西北大学）；University of New South Wales（新南威尔士大学）；National Computer Network Emergency Response Technical Team/Coordination Center of China（中国国家计算机网络应急技术处置协调中心）
Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers
Monash University（莫纳什大学）；University of Auckland（奥克兰大学）；Royal Melbourne Institute of Technology（皇家墨尔本理工学院）；Joint Research Centre at the European Commission（欧洲委员会联合研究中心）
HNR-DAC: Hard-Negative Reranking and Distribution-Aligned Classification for Scientific Claim Verification
Southern University of Science and Technology（南方科技大学）；Institute of Artificial Intelligence, Shenzhen University of Advanced Technology（深圳先进技术研究院人工智能研究所）；Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院）
