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Related papers: High-Dimension Human Value Representation in Large…

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Rapid integration of large language models (LLMs) into societal applications has intensified concerns about their alignment with universal ethical principles, as their internal value representations remain opaque despite behavioral…

Computation and Language · Computer Science 2025-05-26 Yi Su , Jiayi Zhang , Shu Yang , Xinhai Wang , Lijie Hu , Di Wang

With the rapid advancement of large language models (LLMs), aligning them with human values for safety and ethics has become a critical challenge. This problem is especially challenging when multiple, potentially conflicting human values…

Machine Learning · Computer Science 2025-11-25 Hefei Xu , Le Wu , Chen Cheng , Hao Liu

Large Language Models (LLM) technology is constantly improving towards human-like dialogue. Values are a basic driving force underlying human behavior, but little research has been done to study the values exhibited in text generated by…

Computation and Language · Computer Science 2024-10-16 Naama Rozen , Liat Bezalel , Gal Elidan , Amir Globerson , Ella Daniel

Large Language Models (LLMs) are transforming diverse fields and gaining increasing influence as human proxies. This development underscores the urgent need for evaluating value orientations and understanding of LLMs to ensure their…

Computation and Language · Computer Science 2024-06-07 Yuanyi Ren , Haoran Ye , Hanjun Fang , Xin Zhang , Guojie Song

The growing interest in employing large language models (LLMs) for decision-making in social and economic contexts has raised questions about their potential to function as agents in these domains. A significant number of societal problems…

Computer Science and Game Theory · Computer Science 2025-11-25 Hadi Hosseini , Samarth Khanna

As Large Language Models (LLMs) achieve remarkable breakthroughs, aligning their values with humans has become imperative for their responsible development and customized applications. However, there still lack evaluations of LLMs values…

Artificial Intelligence · Computer Science 2025-06-03 Jing Yao , Xiaoyuan Yi , Shitong Duan , Jindong Wang , Yuzhuo Bai , Muhua Huang , Peng Zhang , Tun Lu , Zhicheng Dou , Maosong Sun , Xing Xie

Large language models (LLMs) generate diverse, situated, persuasive texts from a plurality of potential perspectives, influenced heavily by their prompts and training data. As part of LLM adoption, we seek to characterize - and ideally,…

The rapid evolution of large language models (LLMs) has revolutionized various fields, including the identification and discovery of human values within text data. While traditional NLP models, such as BERT, have been employed for this…

Computation and Language · Computer Science 2025-05-20 Wenhao Zhu , Yuhang Xie , Guojie Song , Xin Zhang

We propose Reinforcement Learning with Explicit Human Values (RLEV), a method that aligns Large Language Model (LLM) optimization directly with quantifiable human value signals. While Reinforcement Learning with Verifiable Rewards (RLVR)…

Machine Learning · Computer Science 2025-10-24 Dian Yu , Yulai Zhao , Kishan Panaganti , Linfeng Song , Haitao Mi , Dong Yu

Understanding how humans conceptualize and categorize natural objects offers critical insights into perception and cognition. With the advent of Large Language Models (LLMs), a key question arises: can these models develop human-like object…

Artificial Intelligence · Computer Science 2025-06-12 Changde Du , Kaicheng Fu , Bincheng Wen , Yi Sun , Jie Peng , Wei Wei , Ying Gao , Shengpei Wang , Chuncheng Zhang , Jinpeng Li , Shuang Qiu , Le Chang , Huiguang He

Identifying human morals and values embedded in language is essential to empirical studies of communication. However, researchers often face substantial difficulty navigating the diversity of theoretical frameworks and data available for…

Computation and Language · Computer Science 2025-09-30 Ziyu Chen , Junfei Sun , Chenxi Li , Tuan Dung Nguyen , Jing Yao , Xiaoyuan Yi , Xing Xie , Chenhao Tan , Lexing Xie

Ensuring that Large Language Models (LLMs) align with the diverse and evolving human values across different regions and cultures remains a critical challenge in AI ethics. Current alignment approaches often yield superficial conformity…

Artificial Intelligence · Computer Science 2025-11-04 Jiahao Wang , Songkai Xue , Jinghui Li , Xiaozhen Wang

Large Language Models (LLMs) do not differentially represent numbers, which are pervasive in text. In contrast, neuroscience research has identified distinct neural representations for numbers and words. In this work, we investigate how…

Artificial Intelligence · Computer Science 2024-01-10 Raj Sanjay Shah , Vijay Marupudi , Reba Koenen , Khushi Bhardwaj , Sashank Varma

Value alignment of Large Language Models (LLMs) requires us to empirically measure these models' actual, acquired representation of value. Among the characteristics of value representation in humans is that they distinguish among value of…

Computation and Language · Computer Science 2026-02-24 Seong Hah Cho , Junyi Li , Anna Leshinskaya

Recent calls for pluralistic alignment emphasize that AI systems should address the diverse needs of all people. Yet, efforts in this space often require sorting people into fixed buckets of pre-specified diversity-defining dimensions…

Computation and Language · Computer Science 2025-06-03 Liwei Jiang , Taylor Sorensen , Sydney Levine , Yejin Choi

Human values and their measurement are long-standing interdisciplinary inquiry. Recent advances in AI have sparked renewed interest in this area, with large language models (LLMs) emerging as both tools and subjects of value measurement.…

Computation and Language · Computer Science 2025-03-07 Haoran Ye , Yuhang Xie , Yuanyi Ren , Hanjun Fang , Xin Zhang , Guojie Song

While LLMs have demonstrated medical knowledge and conversational ability, their deployment in clinical practice raises new risks: patients may place greater trust in LLM-generated responses than in nurses' professional judgments,…

Computation and Language · Computer Science 2026-01-29 Ben Yao , Qiuchi Li , Yazhou Zhang , Siyu Yang , Bohan Zhang , Prayag Tiwari , Jing Qin

Are AI systems truly representing human values, or merely averaging across them? Our study suggests a concerning reality: Large Language Models (LLMs) fail to represent diverse cultural moral frameworks despite their linguistic…

Computation and Language · Computer Science 2025-08-01 Simon Münker

Large Language Models (LLMs) have demonstrated remarkable capabilities in reasoning and generation, serving as the foundation for advanced persona simulation and Role-Playing Language Agents (RPLAs). However, achieving authentic alignment…

Computation and Language · Computer Science 2026-04-20 Xintao Wang , Jian Yang , Weiyuan Li , Rui Xie , Jen-tse Huang , Jun Gao , Shuai Huang , Yueping Kang , Yuanli Gou , Hongwei Feng , Yanghua Xiao