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Related papers: Memory-Augmented Theory of Mind Network

200 papers

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

Large language models (LLMs) have recently shown strong performance on Theory of Mind (ToM) tests, prompting debate about the nature and true performance of the underlying capabilities. At the same time, reasoning-oriented LLMs trained via…

Artificial Intelligence · Computer Science 2026-01-26 Ian B. de Haan , Peter van der Putten , Max van Duijn

Good teachers always tailor their explanations to the learners. Cognitive scientists model this process under the rationality principle: teachers try to maximise the learner's utility while minimising teaching costs. To this end, human…

Machine Learning · Computer Science 2023-10-02 Clémence Grislain , Hugo Caselles-Dupré , Olivier Sigaud , Mohamed Chetouani

The study explores whether current Large Language Models (LLMs) exhibit Theory of Mind (ToM) capabilities -- specifically, the ability to infer others' beliefs, intentions, and emotions from text. Given that LLMs are trained on language…

Computation and Language · Computer Science 2026-03-20 Anna Babarczy , Andras Lukacs , Peter Vedres , Zeteny Bujka

Theory of Mind (ToM), the ability to attribute mental states to others, is fundamental for human social intelligence and a critical capability for advanced Artificial Intelligence. Recent advancements in Large Language Models (LLMs) have…

Computation and Language · Computer Science 2025-05-19 Yi-Long Lu , Chunhui Zhang , Jiajun Song , Lifeng Fan , Wei Wang

Theory of Mind (ToM) reasoning with Large Language Models (LLMs) requires inferring how people's implicit, evolving beliefs shape what they seek and how they act under uncertainty -- especially in high-stakes settings such as disaster…

Artificial Intelligence · Computer Science 2026-03-23 Ruxiao Chen , Xilei Zhao , Thomas J. Cova , Frank A. Drews , Susu Xu

Evaluating the theory of mind (ToM) capabilities of language models (LMs) has recently received a great deal of attention. However, many existing benchmarks rely on synthetic data, which risks misaligning the resulting experiments with…

Computation and Language · Computer Science 2024-06-11 Adil Soubki , John Murzaku , Arash Yousefi Jordehi , Peter Zeng , Magdalena Markowska , Seyed Abolghasem Mirroshandel , Owen Rambow

Theory of Mind (ToM), the ability to attribute mental states to others, is a hallmark of social intelligence. While large language models (LLMs) demonstrate promising performance on standard ToM benchmarks, we observe that they often fail…

Computation and Language · Computer Science 2026-04-14 Mengfan Li , Xuanhua Shi , Yang Deng

Theory of Mind is an essential ability of humans to infer the mental states of others. Here we provide a coherent summary of the potential, current progress, and problems of deep learning approaches to Theory of Mind. We highlight that many…

Machine Learning · Computer Science 2023-02-14 Jaan Aru , Aqeel Labash , Oriol Corcoll , Raul Vicente

With their recent development, large language models (LLMs) have been found to exhibit a certain level of Theory of Mind (ToM), a complex cognitive capacity that is related to our conscious mind and that allows us to infer another's beliefs…

Computation and Language · Computer Science 2023-09-06 Mohsen Jamali , Ziv M. Williams , Jing Cai

A major challenge in cognitive science and AI has been to understand how autonomous agents might acquire and predict behavioral and mental states of other agents in the course of complex social interactions. How does such an agent model the…

Multiagent Systems · Computer Science 2019-06-03 Ismael T. Freire , Xerxes D. Arsiwalla , Jordi-Ysard Puigbò , Paul Verschure

Theory of mind (ToM) refers to humans' ability to understand and infer the desires, beliefs, and intentions of others. The acquisition of ToM plays a key role in humans' social cognition and interpersonal relations. Though indispensable for…

Computation and Language · Computer Science 2024-05-21 Jincenzi Wu , Zhuang Chen , Jiawen Deng , Sahand Sabour , Helen Meng , Minlie Huang

Within the context of human-robot interaction (HRI), Theory of Mind (ToM) is intended to serve as a user-friendly backend to the interface of robotic systems, enabling robots to infer and respond to human mental states. When integrated into…

Robotics · Computer Science 2026-02-20 Marie S. Bauer , Julia Gachot , Matthias Kerzel , Cornelius Weber , Stefan Wermter

Theory of Mind (ToM) -- the ability to model others' mental states -- is fundamental to human social cognition. Whether large language models (LLMs) can develop ToM has been tested exclusively through static vignettes, leaving open whether…

Artificial Intelligence · Computer Science 2026-04-07 Hsieh-Ting Lin , Tsung-Yu Hou

Despite the recent advancement in the social robotic field, important limitations restrain its progress and delay the application of robots in everyday scenarios. In the present paper, we propose to develop computational models inspired by…

Robotics · Computer Science 2019-09-04 Francesca Bianco , Dimitri Ognibene

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

Large language models (LLMs) are transforming human-computer interaction and conceptions of artificial intelligence (AI) with their impressive capacities for conversing and reasoning in natural language. There is growing interest in whether…

Human-Computer Interaction · Computer Science 2024-05-15 Winnie Street

With the success of ChatGPT and other similarly sized SotA LLMs, claims of emergent human like social reasoning capabilities, especially Theory of Mind (ToM), in these models have appeared in the scientific literature. On the one hand those…

Computation and Language · Computer Science 2024-10-10 Christian Nickel , Laura Schrewe , Lucie Flek

As large language models evolve, there is growing anticipation that they will emulate human-like Theory of Mind (ToM) to assist with routine tasks. However, existing methods for evaluating machine ToM focus primarily on unimodal models and…

Artificial Intelligence · Computer Science 2025-06-18 Xinyang Li , Siqi Liu , Bochao Zou , Jiansheng Chen , Huimin Ma

Neural Theory-of-Mind (N-ToM), machine's ability to understand and keep track of the mental states of others, is pivotal in developing socially intelligent agents. However, prevalent N-ToM benchmarks have several shortcomings, including the…

Artificial Intelligence · Computer Science 2024-06-04 Hainiu Xu , Runcong Zhao , Lixing Zhu , Jinhua Du , Yulan He