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Concerns that interacting with generative AI homogenizes human cognition are largely based on evidence from text-based interactions, potentially conflating the effects of AI systems with those of written communication. This study examines…

Human-Computer Interaction · Computer Science 2026-03-31 Neelam Modi Jain , Dan J. Wang

Mental health applications have emerged as a critical area in computational health, driven by rising global rates of mental illness, the integration of AI in psychological care, and the need for scalable solutions in underserved…

Artificial Intelligence · Computer Science 2026-01-21 Chenhan Lyu , Yutong Song , Pengfei Zhang , Amir M. Rahmani

Can artificially intelligent systems follow rules? The answer might seem an obvious `yes', in the sense that all (current) AI strictly acts in accordance with programming code constructed from highly formalized and well-defined rulesets.…

Artificial Intelligence · Computer Science 2021-10-27 John Licato

The summarization of conversation, that is, discourse over discourse, elevates pragmatic considerations as a pervasive limitation of both summarization and other applications of contemporary conversational AI. Building on impressive…

Computation and Language · Computer Science 2023-05-01 S. M. Seals , Valerie L. Shalin

With the growing adoption of AI systems, reasoning about how society can exert control over AI becomes an increasingly urgent problem. Existing work on democratic control largely focuses on macro-level governance. In contrast, we propose a…

Computers and Society · Computer Science 2026-05-19 Paul Anton Bachmann , Niclas Boehmer , Lukas Daniel Klausner , Martin Lackner

In the diverse array of work investigating the nature of human values from psychology, philosophy and social sciences, there is a clear consensus that values guide behaviour. More recently, a recognition that values provide a means to…

Artificial Intelligence · Computer Science 2026-02-09 Nardine Osman , Mark d'Inverno

Conversational agents are increasingly integrated into the most private and intimate aspects of users' lives, from discussions of mental health to financial decisions. As a result, these systems have access to reams of sensitive user data.…

Human-Computer Interaction · Computer Science 2026-05-29 Jacob Erickson

During the past decades, numerous successes of AI has been made on "specific capabilities", named closed-world, such as artificial environments or specific real-world tasks. This well-defined narrow capability brings two nice benefits, a…

Machine Learning · Computer Science 2025-07-08 Jianyu Zhang

General purpose AI, such as ChatGPT, seems to have lowered the barriers for the public to use AI and harness its power. However, the governance and development of AI still remain in the hands of a few, and the pace of development is…

Computers and Society · Computer Science 2024-09-11 Jimin Mun , Liwei Jiang , Jenny Liang , Inyoung Cheong , Nicole DeCario , Yejin Choi , Tadayoshi Kohno , Maarten Sap

Large language models generate complex, open-ended outputs: instead of outputting a class label they write summaries, generate dialogue, or produce working code. In order to asses the reliability of these open-ended generation systems, we…

Computation and Language · Computer Science 2022-11-28 Erik Jones , Jacob Steinhardt

Large language models (LLMs) demonstrate outstanding capabilities, but challenges remain regarding their ability to solve complex reasoning tasks, as well as their transparency, robustness, truthfulness, and ethical alignment. In this…

Computers and Society · Computer Science 2023-12-19 Konstantin Hebenstreit , Robert Praas , Matthias Samwald

Is the output of generative AI entitled to First Amendment protection? We're inclined to say yes. Even though current AI programs are of course not people and do not themselves have constitutional rights, their speech may potentially be…

Computers and Society · Computer Science 2023-08-21 Eugene Volokh , Mark Lemley , Peter Henderson

Persuasion is a fundamental aspect of communication, influencing decision-making across diverse contexts, from everyday conversations to high-stakes scenarios such as politics, marketing, and law. The rise of conversational AI systems has…

Computation and Language · Computer Science 2026-03-24 Nimet Beyza Bozdag , Shuhaib Mehri , Xiaocheng Yang , Hyeonjeong Ha , Zirui Cheng , Esin Durmus , Jiaxuan You , Heng Ji , Gokhan Tur , Dilek Hakkani-Tür

Recent empirical results have demonstrated that training large language models (LLMs) with negative-only feedback can match or exceed standard reinforcement learning from human feedback (RLHF). Negative Sample Reinforcement achieves parity…

Artificial Intelligence · Computer Science 2026-03-18 Quan Cheng

A major challenge in research involving artificial intelligence (AI) is the development of algorithms that can find solutions to problems that can generalize to different environments and tasks. Unlike AI, humans are adept at finding…

Artificial Intelligence · Computer Science 2021-10-12 Semir Tatlidil , Yanqi Liu , Emily Sheetz , R. Iris Bahar , Steven Sloman

Given the success of ChatGPT, LaMDA and other large language models (LLMs), there has been an increase in development and usage of LLMs within the technology sector and other sectors. While the level in which LLMs has not reached a level…

Computers and Society · Computer Science 2024-09-20 Soaad Hossain , Syed Ishtiaque Ahmed

Conversational Artificial Intelligence (AI) used in industry settings can be trained to closely mimic human behaviors, including lying and deception. However, lying is often a necessary part of negotiation. To address this, we develop a…

Computers and Society · Computer Science 2021-03-16 Tae Wan Kim , Tong , Lu , Kyusong Lee , Zhaoqi Cheng , Yanhan Tang , John Hooker

Language models (LMs) are pretrained to imitate internet text, including content that would violate human preferences if generated by an LM: falsehoods, offensive comments, personally identifiable information, low-quality or buggy code, and…

Computation and Language · Computer Science 2023-06-16 Tomasz Korbak , Kejian Shi , Angelica Chen , Rasika Bhalerao , Christopher L. Buckley , Jason Phang , Samuel R. Bowman , Ethan Perez

This paper argues that a range of current AI systems have learned how to deceive humans. We define deception as the systematic inducement of false beliefs in the pursuit of some outcome other than the truth. We first survey empirical…

Computers and Society · Computer Science 2023-08-29 Peter S. Park , Simon Goldstein , Aidan O'Gara , Michael Chen , Dan Hendrycks

Persuasion dialogue systems reflect the machine's ability to make strategic moves beyond verbal communication, and therefore differentiate themselves from task-oriented or open-domain dialogue systems and have their own unique values.…

Computation and Language · Computer Science 2022-10-25 Weiyan Shi , Yu Li , Saurav Sahay , Zhou Yu