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Human-AI collaboration has the potential to transform various domains by leveraging the complementary strengths of human experts and Artificial Intelligence (AI) systems. However, unobserved confounding can undermine the effectiveness of…

Human-Computer Interaction · Computer Science 2025-02-27 Ruijiang Gao , Mingzhang Yin

We analyze the challenges of benchmarking scientific (multi)-agentic systems, including the difficulty of distinguishing reasoning from retrieval, the risks of data/model contamination, the lack of reliable ground truth for novel research…

Computers and Society · Computer Science 2026-04-07 Marcin Abram

We provide an overview of tools enabling users to utilize data from open sources for decision-making support in weakly-structured subject domains. Presently, it is impossible to replace expert data with data from open sources in the process…

Databases · Computer Science 2019-11-14 Vitaliy Tsyganok , Sergii Kadenko , Oleh Andriichuk

Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun

A leading proposal for aligning artificial superintelligence (ASI) is to use AI agents to automate an increasing fraction of alignment research as capabilities improve. We argue that, even when research agents are not scheming to…

Artificial Intelligence · Computer Science 2026-05-18 Aleksandr Bowkis , Marie Davidsen Buhl , Jacob Pfau , Geoffrey Irving

The emerging field of AI-generated art has witnessed the rise of prompt marketplaces, where creators can purchase, sell, or share prompts for generating unique artworks. These marketplaces often assert ownership over prompts, claiming them…

Human-Computer Interaction · Computer Science 2024-10-14 Khoi Trinh , Joseph Spracklen , Raveen Wijewickrama , Bimal Viswanath , Murtuza Jadliwala , Anindya Maiti

In hybrid populations where humans delegate strategic decision-making to autonomous agents, understanding when and how cooperative behaviors can emerge remains a key challenge. We study this problem in the context of energy load management:…

Multiagent Systems · Computer Science 2026-03-13 Isuri Perera , Frits de Nijs , Julian Garcia

The successes of Artificial Intelligence in recent years in areas such as image analysis, natural language understanding and strategy games have sparked interest from the world of finance. Specifically, there are high expectations, and…

Artificial Intelligence · Computer Science 2021-08-30 Remo Pareschi , Federico Zappone

Literary reading is an important activity for individuals and choosing to read a book can be a long time commitment, making book choice an important task for book lovers and public library users. In this paper we present an hybrid…

Information Retrieval · Computer Science 2012-03-26 Paula Cristina Vaz , David Martins de Matos , Bruno Martins , Pavel Calado

Generative AI is transforming the provision of expert services. This article uses a series of one-shot experiments to quantify the behavioral, welfare and distribution consequences of large language models (LLMs) on AI-AI, Human-Human,…

General Economics · Economics 2025-09-09 Alexander Erlei

Reliable human evaluation is critical to the development of successful natural language generation models, but achieving it is notoriously difficult. Stability is a crucial requirement when ranking systems by quality: consistent ranking of…

Computation and Language · Computer Science 2024-04-03 Parker Riley , Daniel Deutsch , George Foster , Viresh Ratnakar , Ali Dabirmoghaddam , Markus Freitag

Neither artificial intelligence designed to play Turing's imitation game, nor augmented intelligence built to maximize the human manipulation of information are tuned to accelerate innovation and improve humanity's collective advance…

Artificial Intelligence · Computer Science 2022-07-05 Jamshid Sourati , James Evans

We introduce the fundamental ideas and challenges of Predictable AI, a nascent research area that explores the ways in which we can anticipate key validity indicators (e.g., performance, safety) of present and future AI ecosystems. We argue…

Scientific discoveries must be communicated clearly to realize their full potential. Without effective communication, even the most groundbreaking findings risk being overlooked or misunderstood. The primary way scientists communicate their…

We show that the ability to lead groups of humans is predicted by leadership skill with Artificially Intelligent agents. In a large pre-registered lab experiment, human leaders worked with AI agents to solve problems. Their performance on…

General Economics · Economics 2025-08-06 Ben Weidmann , Yixian Xu , David J. Deming

The quality of machine translation has increased remarkably over the past years, to the degree that it was found to be indistinguishable from professional human translation in a number of empirical investigations. We reassess Hassan et…

Computation and Language · Computer Science 2020-04-06 Samuel Läubli , Sheila Castilho , Graham Neubig , Rico Sennrich , Qinlan Shen , Antonio Toral

Research is a fundamental process driving the advancement of human civilization, yet it demands substantial time and effort from researchers. In recent years, the rapid development of artificial intelligence (AI) technologies has inspired…

Artificial Intelligence · Computer Science 2025-11-24 Zekun Zhou , Xiaocheng Feng , Lei Huang , Xiachong Feng , Ziyun Song , Ruihan Chen , Liang Zhao , Weitao Ma , Yuxuan Gu , Baoxin Wang , Dayong Wu , Guoping Hu , Ting Liu , Bing Qin

Evaluating language models and AI agents remains fundamentally challenging because static benchmarks fail to capture real-world uncertainty, distribution shift, and the gap between isolated task accuracy and human-aligned decision-making…

Artificial Intelligence · Computer Science 2026-01-27 Shirin Shahabi , Spencer Graham , Haruna Isah

Scientific impact has been the center of extended debate regarding its accuracy and reliability. From hiring committees in academic institutions to governmental agencies that distribute funding, an author's scientific success as measured by…

Social and Information Networks · Computer Science 2021-04-13 Giannis Nikolentzos , George Panagopoulos , Iakovos Evdaimon , Michalis Vazirgiannis

Governments are increasingly turning to algorithmic risk assessments when making important decisions, such as whether to release criminal defendants before trial. Policymakers assert that providing public servants with algorithmic advice…

Human-Computer Interaction · Computer Science 2021-08-16 Ben Green , Yiling Chen