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In this study, we investigated the effects of self-reflection in large language models (LLMs) on problem-solving performance. We instructed nine popular LLMs to answer a series of multiple-choice questions to provide a performance baseline.…

Computation and Language · Computer Science 2025-03-17 Matthew Renze , Erhan Guven

Output diversity is crucial for Large Language Models as it underpins pluralism and creativity. In this work, we reveal that controlling the language used during model thinking-the language of thought-provides a novel and structural source…

Computation and Language · Computer Science 2026-04-17 Shaoyang Xu , Wenxuan Zhang

Conversational search offers an easier and faster alternative to conventional web search, while having downsides like lack of source verification. Research has examined performance disparities between these two systems in different…

Human-Computer Interaction · Computer Science 2025-03-13 Yitian Yang , Yugin Tan , Yang Chen Lin , Jung-Tai King , Zihan Liu , Yi-Chieh Lee

Algorithmic recourse provides counterfactual action plans that help people overturn unfavorable AI decisions. While diverse recourse sets may improve transparency and motivation, they may also impose cognitive load and negative emotions by…

Human-Computer Interaction · Computer Science 2026-05-13 Tomu Tominaga , Naomi Yamashita , Takeshi Kurashima

There are repetitive patterns in strategies of manipulating source code. For example, modifying source code before acquiring knowledge of how a code works is a depth-first style and reading and understanding before modifying source code is…

Software Engineering · Computer Science 2016-12-01 Zahra Karimia , Ahmad Baraani-Dastjerdia , Nasser Ghasem-Aghaeea , Stefan Wagner

Substance abuse is the unrestrained and detrimental use of psychoactive chemical substances, unauthorized drugs, and alcohol. Continuous use of these substances can ultimately lead a human to disastrous consequences. As patients display a…

Machine Learning · Computer Science 2021-01-12 Uwaise Ibna Islam , Iqbal H. Sarker , Enamul Haque , Mohammed Moshiul Hoque

This review provides a dynamical systems perspective on psychiatric symptoms and disease, and discusses its potential implications for diagnosis, prognosis, and treatment. After a brief introduction into the theory of dynamical systems, we…

Neurons and Cognition · Quantitative Biology 2018-09-18 Daniel Durstewitz , Quentin J. M. Huys , Georgia Koppe

Mental health has attracted substantial attention in recent years and LLM can be an effective technology for alleviating this problem owing to its capability in text understanding and dialogue. However, existing research in this domain…

Computation and Language · Computer Science 2024-12-09 Jinpeng Hu , Tengteng Dong , Luo Gang , Hui Ma , Peng Zou , Xiao Sun , Dan Guo , Xun Yang , Meng Wang

This paper states the case for applying the conceptual and analytic tools associated with the study of entropy in physical systems to cognition, focusing on creative cognition. It is proposed that minds modify their contents and adapt to…

Neurons and Cognition · Quantitative Biology 2016-11-14 Liane Gabora

We study GPT-3, a recent large language model, using tools from cognitive psychology. More specifically, we assess GPT-3's decision-making, information search, deliberation, and causal reasoning abilities on a battery of canonical…

Computation and Language · Computer Science 2023-02-22 Marcel Binz , Eric Schulz

Self-reflection on learning experiences constitutes a fundamental cognitive process, essential for the consolidation of knowledge and the enhancement of learning efficacy. However, traditional methods to facilitate reflection often face…

There is considerable anecdotal evidence suggesting that software engineers enjoy engaging in solving puzzles and other cognitive efforts. A tendency to engage in and enjoy effortful thinking is referred to as a person's 'need for…

Software Engineering · Computer Science 2021-12-14 Daniel Russo , Andres R. Masegosa , Klaas-Jan Stol

Due to the worldwide accessibility to the Internet along with the continuous advances in mobile technologies, physical and digital worlds have become completely blended, and the proliferation of social media platforms has taken a leading…

Computation and Language · Computer Science 2022-02-08 Esteban A. Ríssola , Mohammad Aliannejadi , Fabio Crestani

Meetings often suffer from a lack of intentionality, such as unclear goals and straying off-topic. Identifying goals and maintaining their clarity throughout a meeting is challenging, as discussions and uncertainties evolve. Yet meeting…

Human-Computer Interaction · Computer Science 2025-04-09 Xinyue Chen , Lev Tankelevitch , Rishi Vanukuru , Ava Elizabeth Scott , Payod Panda , Sean Rintel

Many problems seem to require a flash of insight to solve. What form do these sudden insights take, and what impact do they have on how people approach similar problems in the future? In this work, we prompted participants (N = 189) to…

Computation and Language · Computer Science 2026-05-19 Linas Nasvytis , Judith E. Fan

Large language models (LLMs) are increasingly used for causal and counterfactual reasoning, yet their reliability in real-world policy evaluation remains underexplored. We construct a benchmark of 40 empirical policy evaluation cases drawn…

Artificial Intelligence · Computer Science 2026-05-29 Yanjie He

Introduction. Increased efforts in neuroscience try to understand mental disorders as brain disorders. In the present study we investigate how common a neuroreductionist inclination is among highly educated people. In particular, we shed…

Neurons and Cognition · Quantitative Biology 2021-05-27 Jona Carmon , Moritz Bammel , Peter Brugger , Bigna Lenggenhager

Working memory, or the ability to hold and manipulate information in the mind, is a critical component of human intelligence and executive functioning. It is correlated with performance on various cognitive tasks, including measures of…

Computation and Language · Computer Science 2025-12-01 Karin de Langis , Jong Inn Park , Bin Hu , Khanh Chi Le , Andreas Schramm , Michael C. Mensink , Andrew Elfenbein , Dongyeop Kang

Objective: Personality trait can predict divers' behavioral performance underwater. However, we know very little about the innate personality of the junior college diving students. To gain a better insight of personality characteristics of…

Applications · Statistics 2022-01-21 Cheng Hua

We introduce MIRROR, a benchmark comprising eight experiments across four metacognitive levels that evaluates whether large language models can use self-knowledge to make better decisions. We evaluate 16 models from 8 labs across…

Artificial Intelligence · Computer Science 2026-04-23 Jason Z Wang