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Natural language understanding (NLU) studies often exaggerate or underestimate the capabilities of systems, thereby limiting the reproducibility of their findings. These erroneous evaluations can be attributed to the difficulty of defining…

Computation and Language · Computer Science 2023-05-25 Saku Sugawara , Shun Tsugita

In the present study, we investigate and compare reasoning in large language models (LLM) and humans using a selection of cognitive psychology tools traditionally dedicated to the study of (bounded) rationality. To do so, we presented to…

Computation and Language · Computer Science 2023-09-25 Nicolas Yax , Hernan Anlló , Stefano Palminteri

This paper aims to propose a universal definition of intelligence that enables fair and consistent comparison of human and artificial intelligence (AI). With the rapid development of AI technology in recent years, how to compare and…

Artificial Intelligence · Computer Science 2026-01-13 Joseph Chen

We propose an approach to test embodied AI agents for interaction awareness and believability, particularly in scenarios where humans push them to their limits. Turing introduced the Imitation Game as a way to explore the question: "Can…

Human-Computer Interaction · Computer Science 2025-07-16 Chuxuan Zhang , Yasaman Etesam , Angelica Lim

A widely accepted definition of intelligence in the context of Artificial Intelligence (AI) still eludes us. Due to our exceedingly rapid development of AI paradigms, architectures, and tools, the prospect of naturally arising AI…

Artificial Intelligence · Computer Science 2023-07-10 Ira Wolfson

Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We propose that to accelerate progress in AI, we must invest in fundamental research in NeuroAI. A core component of this is the embodied Turing…

Large language models (LLMs) have exploded in popularity in the past few years and have achieved undeniably impressive results on benchmarks as varied as question answering and text summarization. We provide a simple new prompting strategy…

Computation and Language · Computer Science 2022-12-14 Joshua Albrecht , Ellie Kitanidis , Abraham J. Fetterman

Sound deductive reasoning -- the ability to derive new knowledge from existing facts and rules -- is an indisputably desirable aspect of general intelligence. Despite the major advances of AI systems in areas such as math and science,…

Artificial Intelligence · Computer Science 2025-07-01 András György , Tor Lattimore , Nevena Lazić , Csaba Szepesvári

Theory of Mind (ToM) is the ability to understand human thinking and decision-making, an ability that plays a crucial role in social interaction between people, including linguistic communication. This paper investigates to what extent…

Computation and Language · Computer Science 2023-09-14 Bart Holterman , Kees van Deemter

Humans can generate reasonable answers to novel queries (Schulz, 2012): if I asked you what kind of food you want to eat for lunch, you would respond with a food, not a time. The thought that one would respond "After 4pm" to "What would you…

Artificial Intelligence · Computer Science 2022-10-05 Felix A. Sosa , Tomer Ullman

The Turing machine halting problem can be explained by several factors, including arithmetic logic irreversibility and memory erasure, which contribute to computational uncertainty due to information loss during computation. Essentially,…

Other Computer Science · Computer Science 2023-03-28 Yair Lapin

A short review of the literature on measurement and detection of artificial general intelligence is made. Proposed benchmarks and tests for artificial general intelligence are critically evaluated against multiple criteria. Based on the…

Artificial Intelligence · Computer Science 2021-01-07 Mark McPherson

Theory of Mind (ToM) is a critical component of intelligence but its assessment remains the subject of heated debates. Prior research applied human ToM assessments to natural language processing models using either human-created…

Computation and Language · Computer Science 2023-11-08 Damien Sileo , Antoine Lernould

We propose TuringAdvice, a new challenge task and dataset for language understanding models. Given a written situation that a real person is currently facing, a model must generate helpful advice in natural language. Our evaluation…

Computation and Language · Computer Science 2021-04-14 Rowan Zellers , Ari Holtzman , Elizabeth Clark , Lianhui Qin , Ali Farhadi , Yejin Choi

Despite the widespread use of ''artificial intelligence'' (AI) framing in Natural Language Processing (NLP) research, it is not clear what researchers mean by ''intelligence''. To that end, we present the results of a survey on the notion…

Computation and Language · Computer Science 2025-07-28 Bertram Højer , Terne Sasha Thorn Jakobsen , Anna Rogers , Stefan Heinrich

Intelligence is a crucial trait for species to find solutions within a limited number of trial-and-error attempts. Building on this idea, we introduce Survival Game as a framework to evaluate intelligence based on the number of failed…

Artificial Intelligence · Computer Science 2025-03-06 Jingtao Zhan , Jiahao Zhao , Jiayu Li , Yiqun Liu , Bo Zhang , Qingyao Ai , Jiaxin Mao , Hongning Wang , Min Zhang , Shaoping Ma

Achieving human-like perception and reasoning in Multimodal Large Language Models (MLLMs) remains a central challenge in artificial intelligence. While recent research has primarily focused on enhancing reasoning capabilities in MLLMs, a…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Hongcheng Gao , Zihao Huang , Lin Xu , Jingyi Tang , Xinhao Li , Yue Liu , Haoyang Li , Taihang Hu , Minhua Lin , Xinlong Yang , Ge Wu , Balong Bi , Hongyu Chen , Wentao Zhang

Language grounded image understanding tasks have often been proposed as a method for evaluating progress in artificial intelligence. Ideally, these tasks should test a plethora of capabilities that integrate computer vision, reasoning, and…

Machine Learning · Computer Science 2019-05-28 Kushal Kafle , Robik Shrestha , Christopher Kanan

The article analyses foundational principles relevant to the creation of artificial general intelligence (AGI). Intelligence is understood as the ability to create novel skills that allow to achieve goals under previously unknown…

Artificial Intelligence · Computer Science 2025-03-11 Rolf Pfister

The human brain is the substrate for human intelligence. By simulating the human brain, artificial intelligence builds computational models that have learning capabilities and perform intelligent tasks approaching the human level. Deep…

Neurons and Cognition · Quantitative Biology 2024-02-20 Barco Jie You