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We introduce a framework called LAPITHS (Language model Analysis through Paradigm grounded Interpretations of Theses about Human likenesS) and use it to show that several major claims advanced by models such as CENTAUR, proposed as an…

Artificial Intelligence · Computer Science 2026-05-01 Matteo Da Pelo , Alessio Donvito , Claudio Frongia , Pietro Salis , Antonio Lieto

This article discusses the evolving role of artificial intelligence (AI) in the legal profession, focusing on its potential to streamline tasks such as document review, research, and contract drafting. However, challenges persist,…

Artificial Intelligence · Computer Science 2025-03-06 Sidra Nasir , Qamar Abbas , Samita Bai , Rizwan Ahmed Khan

In AI alignment, extensive latitude must be granted to annotators, either human or algorithmic, to judge which model outputs are `better' or `safer.' We refer to this latitude as alignment discretion. Such discretion remains largely…

Artificial Intelligence · Computer Science 2025-02-18 Maarten Buyl , Hadi Khalaf , Claudio Mayrink Verdun , Lucas Monteiro Paes , Caio C. Vieira Machado , Flavio du Pin Calmon

Large Language Models (LLMs) are often fine-tuned to adapt their general-purpose knowledge to specific tasks and domains such as cyber threat intelligence (CTI). Fine-tuning is mostly done through proprietary datasets that may contain…

Cryptography and Security · Computer Science 2026-03-13 Shashie Dilhara Batan Arachchige , Benjamin Zi Hao Zhao , Hassan Jameel Asghar , Dinusha Vatsalan , Dali Kaafar

Risk thresholds provide a measure of the level of risk exposure that a society or individual is willing to withstand, ultimately shaping how we determine the safety of technological systems. Against the backdrop of the Cold War, the first…

Computers and Society · Computer Science 2025-04-22 Heidy Khlaaf , Sarah Myers West

Artificial intelligence (AI) has evolved into an ecosystem of specialized "species," each with unique strengths. We analyze two: DeepSeek-V3, a 671-billion-parameter Mixture of Experts large language model (LLM) exemplifying scale-driven…

Machine Learning · Computer Science 2025-06-23 Joseph Geraci , Bessi Qorri , Christian Cumbaa , Mike Tsay , Paul Leonczyk , Luca Pani

The AI/HCI and legal communities have developed largely independent conceptualizations of fairness. This conceptual difference hinders the potential incorporation of technical fairness criteria (e.g., procedural, group, and individual…

Computers and Society · Computer Science 2025-05-27 Tin Nguyen , Jiannan Xu , Phuong-Anh Nguyen-Le , Jonathan Lazar , Donald Braman , Hal Daumé , Zubin Jelveh

Emerging efforts in AI alignment seek to broaden participation in shaping model behavior by eliciting and integrating collective input into a policy for model finetuning. While pluralistic, these processes are often linear and do not allow…

Human-Computer Interaction · Computer Science 2025-03-18 K. J. Kevin Feng , Inyoung Cheong , Quan Ze Chen , Amy X. Zhang

The growing need for accountability of the people behind AI systems can be addressed by leveraging processes in three fields of study: ethics, law, and computer science. While these fields are often considered in isolation, they rely on…

Computers and Society · Computer Science 2023-05-31 Giada Pistilli , Carlos Munoz Ferrandis , Yacine Jernite , Margaret Mitchell

Although artificial intelligence (AI) is solving real-world challenges and transforming industries, there are serious concerns about its ability to behave and make decisions in a responsible way. Many AI ethics principles and guidelines for…

Artificial Intelligence · Computer Science 2022-07-22 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , David Douglas , Conrad Sanderson

AI and its relevant technologies, including machine learning, deep learning, chatbots, virtual assistants, and others, are currently undergoing a profound transformation of development and organizational processes within companies.…

Cryptography and Security · Computer Science 2024-12-11 Tingting Bi , Guangsheng Yu , Qin Wang

Democratic public life depends on institutions that make roles, responsibilities, relationships, and purposes intelligible as lived orientation. Contemporary AI systems are trained on web-scale corpora and aligned for helpfulness,…

Computers and Society · Computer Science 2026-04-07 Robert M. Ceresa , Juan E. Ceresa

High-stakes decision systems increasingly require structured justification, traceability, and auditability to ensure accountability and regulatory compliance. Formal arguments commonly used in the certification of safety-critical systems…

Artificial Intelligence · Computer Science 2026-04-07 Mahyar T. Moghaddam

Artificial Intelligence (AI) governance is the practice of establishing frameworks, policies, and procedures to ensure the responsible, ethical, and safe development and deployment of AI systems. Although AI governance is a core pillar of…

Software Engineering · Computer Science 2025-05-30 Danilo Ribeiro , Thayssa Rocha , Gustavo Pinto , Bruno Cartaxo , Marcelo Amaral , Nicole Davila , Ana Camargo

A critical challenge remains unresolved as generative AI systems are quickly implemented in various organizational settings. Despite significant advances in memory components such as RAG, vector stores, and LLM agents, these systems still…

Artificial Intelligence · Computer Science 2025-06-09 Kristy Wedel

In high-stakes AI-supported decisions, considerations are not purely technical but involve moral judgments about fairness, responsibility, and harm. While prior research has focused mainly on functional or behavioral alignment, this paper…

Human-Computer Interaction · Computer Science 2026-04-17 Christiane Ernst , Luis Gutmann , Domenique Zipperling , Kathrin Figl , Niklas Kühl

In recent years, a large number of XAI (eXplainable Artificial Intelligence) solutions have been proposed to explain existing ML (Machine Learning) models or to create interpretable ML models. Evaluation measures have recently been proposed…

Machine Learning · Computer Science 2022-10-11 Robin Cugny , Julien Aligon , Max Chevalier , Geoffrey Roman Jimenez , Olivier Teste

Do generative AI models, particularly large language models (LLMs), exhibit systematic behavioral biases in economic and financial decisions? If so, how can these biases be mitigated? Drawing on the cognitive psychology and experimental…

General Economics · Economics 2026-02-11 Pietro Bini , Lin William Cong , Xing Huang , Lawrence J. Jin

The growing use of Machine Learning and Artificial Intelligence (AI), particularly Large Language Models (LLMs) like OpenAI's GPT series, leads to disruptive changes across organizations. At the same time, there is a growing concern about…

Governments are increasingly interested in using AI to make administrative decisions cheaper, more scalable, and more consistent. But for probabilistic AI to be incorporated into public administration it must be embedded in a compliance…

Artificial Intelligence · Computer Science 2026-04-24 Andrew J. Peterson