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Job interview simulation with a virtual agents aims at improving people's social skills and supporting professional inclusion. In such simulators, the virtual agent must be capable of representing and reasoning about the user's mental state…

人工智能 · 计算机科学 2014-02-21 Marwen Belkaid , Nicolas Sabouret

Theory of Mind (ToM) refers to the cognitive ability to infer and attribute mental states to oneself and others. As large language models (LLMs) are increasingly evaluated for social and cognitive capabilities, it remains unclear to what…

计算与语言 · 计算机科学 2024-11-26 Jayanta Sadhu , Ayan Antik Khan , Noshin Nawal , Sanju Basak , Abhik Bhattacharjee , Rifat Shahriyar

Theory of Mind (ToM) capabilities in LLMs have recently become a central object of investigation. Cognitive science distinguishes between two steps required for ToM tasks: 1) determine whether to invoke ToM, which includes the appropriate…

人工智能 · 计算机科学 2025-06-03 Eitan Wagner , Nitay Alon , Joseph M. Barnby , Omri Abend

The ability to understand and predict the mental states of oneself and others, known as the Theory of Mind (ToM), is crucial for effective social scenarios. Although recent studies have evaluated ToM in Large Language Models (LLMs),…

计算与语言 · 计算机科学 2025-05-27 Fangxu Yu , Lai Jiang , Shenyi Huang , Zhen Wu , Xinyu Dai

We propose a hybrid approach to machine Theory of Mind (ToM) that uses large language models (LLMs) as a mechanism for generating hypotheses and likelihood functions with a Bayesian inverse planning model that computes posterior…

人工智能 · 计算机科学 2025-07-08 Rebekah A. Gelpí , Eric Xue , William A. Cunningham

The search for effective collaboration between humans and computer systems is one of the biggest challenges in Artificial Intelligence. One of the more effective mechanisms that humans use to coordinate with one another is theory of mind…

人机交互 · 计算机科学 2025-03-24 Ramira van der Meulen , Rineke Verbrugge , Max van Duijn

Currently, in the study of multiagent systems, the intentions of agents are usually ignored. Nonetheless, as pointed out by Theory of Mind (ToM), people regularly reason about other's mental states, including beliefs, goals, and intentions,…

多智能体系统 · 计算机科学 2021-10-04 Luyao Yuan , Zipeng Fu , Linqi Zhou , Kexin Yang , Song-Chun Zhu

Theory of Mind is the ability to attribute mental states (beliefs, intents, knowledge, perspectives, etc.) to others and recognize that these mental states may differ from one's own. Theory of Mind is critical to effective communication and…

计算机视觉与模式识别 · 计算机科学 2017-10-03 Arjun Chandrasekaran , Deshraj Yadav , Prithvijit Chattopadhyay , Viraj Prabhu , Devi Parikh

When researchers claim AI systems possess ToM or mental models, they are fundamentally discussing behavioral predictions and bias corrections rather than genuine mental states. This position paper argues that the current discourse conflates…

人机交互 · 计算机科学 2025-10-06 Xiaoyun Yin , Elmira Zahmat Doost , Shiwen Zhou , Garima Arya Yadav , Jamie C. Gorman

Theory of Mind (ToM), the ability to attribute mental states to others and predict their behaviour, is fundamental to social intelligence. In this paper, we survey studies evaluating behavioural and representational ToM in Large Language…

计算与语言 · 计算机科学 2025-02-11 Hieu Minh "Jord" Nguyen

Theory of Mind (ToM) refers to an agent's ability to model the internal states of others. Contributing to the debate whether large language models (LLMs) exhibit genuine ToM capabilities, our study investigates their ToM robustness using…

计算与语言 · 计算机科学 2026-02-26 Christian Nickel , Laura Schrewe , Florian Mai , Lucie Flek

Cognitive abilities, such as Theory of Mind (ToM), play a vital role in facilitating cooperation in human social interactions. However, our study reveals that agents with higher ToM abilities may not necessarily exhibit better cooperative…

多智能体系统 · 计算机科学 2025-05-15 Jiaqi Shao , Tianjun Yuan , Tao Lin , Bing Luo

Human interactions are deeply rooted in the interplay of thoughts, beliefs, and desires made possible by Theory of Mind (ToM): our cognitive ability to understand the mental states of ourselves and others. Although ToM may come naturally to…

人工智能 · 计算机科学 2023-11-20 Alex Wilf , Sihyun Shawn Lee , Paul Pu Liang , Louis-Philippe Morency

Theory of Mind (ToM), the ability to understand people's mental states, is an essential ingredient for developing machines with human-level social intelligence. Recent machine learning models, particularly large language models, seem to…

We propose MToMnet - a Theory of Mind (ToM) neural network for predicting beliefs and their dynamics during human social interactions from multimodal input. ToM is key for effective nonverbal human communication and collaboration, yet,…

人工智能 · 计算机科学 2024-08-29 Matteo Bortoletto , Constantin Ruhdorfer , Lei Shi , Andreas Bulling

We present a new explainable AI (XAI) framework aimed at increasing justified human trust and reliance in the AI machine through explanations. We pose explanation as an iterative communication process, i.e. dialog, between the machine and…

Theory of Mind (ToM) refers to the ability to reason about others' mental states, and higher-order ToM involves considering that others also possess their own ToM. Equipping large language model (LLM)-driven agents with ToM has long been…

人工智能 · 计算机科学 2026-03-18 Chunjiang Mu , Ya Zeng , Qiaosheng Zhang , Kun Shao , Chen Chu , Hao Guo , Danyang Jia , Zhen Wang , Shuyue Hu

Recent work on dialogue-based collaborative plan acquisition (CPA) has suggested that Theory of Mind (ToM) modelling can improve missing knowledge prediction in settings with asymmetric skill-sets and knowledge. Although ToM was claimed to…

人工智能 · 计算机科学 2024-05-30 Matteo Bortoletto , Constantin Ruhdorfer , Adnen Abdessaied , Lei Shi , Andreas Bulling

Theory of Mind (ToM) -- the ability to infer what others are thinking (e.g., intentions) from observable cues -- is traditionally considered fundamental to human social interactions. This has sparked growing efforts in building and…

人机交互 · 计算机科学 2026-02-13 Qiaosi Wang , Jini Kim , Avanita Sharma , Alicia , Lee , Jodi Forlizzi , Hong Shen

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…

计算与语言 · 计算机科学 2023-11-08 Damien Sileo , Antoine Lernould