Journal of Memory and Language 2026/02/01 A distinctive meaning makes a sentence memorable Preprint 2025/12/22 A distinct set of brain areas process prosody—the melody of speech Preprint 2025/12/10 Semantic reasoning takes place largely outside the language network PNAS 2025/12/09 Three distinct components of pragmatic language use: Social conventions, intonation, and world knowledge–based causal reasoning Scientific Data 2025/12/03 OneStop: A 360-Participant English Eye Tracking Dataset with Different Reading Regimes ArXiv 2025/12/03 Different types of syntactic agreement recruit the same units within large language models ArXiv 2025/12/03 Different types of syntactic agreement recruit the same units within large language models conference paper at COLM 2025 2025/12/01 Self-Steering Language Models ArXiv 2025/11/24 What does it mean to understand language PNAS 2025/11/19 The cost of thinking is similar between large reasoning models and humans ArXiv 2025/11/11 Training Language Models to Explain their Own Computations ArXiv 2025/11/11 A Matter of Interest: Understanding Interestingness of Math Problems in Humans and Language Models ArXiv 2025/10/21 On Biologically Plausible Learning in Continuous Time ArXiv 2025/10/16 LLM-ERM: Sample-Efficient Program Learning via LLM-Guided Search ArXiv 2025/10/13 Learning to Make MISTAKEs: Modeling Incorrect Student Thinking and Key Errors ArXiv 2025/10/13 People use fast, flat goal-directed simulation to reason about novel problems Proceedings of the 2025 ACM SIGPLAN International Sympo- sium on New Ideas, New Paradigms, and Reflections on Programming and Software (Onward! ’25) 2025/10/12 Gauguin, Descartes, Bayes: A Diurnal Golem’s Brain ICLR Conference 2026 2025/10/06 Investigating Design Choices for Recurrent Reasoning Models on 2D Tasks ArXiv 2025/10/03 Topological Invariance and Breakdown in Learning ArXiv 2025/10/02 Unraveling Syntax: How Language Models Learn Context-Free Grammars ArXiv 2025/10/02 Learning Multi-Index Models with Hyper-Kernel Ridge Regression arXiv 2025/10/02 A universal compression theory: Lottery ticket hypothesis and superpolynomial scaling laws ArXiv 2025/09/30 Hierarchical Reasoning Model: A Critical Supplementary Material Imaging Neuroscience 2025/09/15 An Efficient Multifunction fMRI Localizer for High-Level Visual, Auditory, and Cognitive Regions in Humans Quantitative Science Studies 2025/09/02 Support for open science is equally high in opt-in versus representative samples of scientists from a research-focused US university COLM 2025 2025/08/15 Language models align with brain regions that represent concepts across modalities PNAS 2025/08/04 What people learn from punishment: A cognitive mode Current Biology 2025/07/31 Dissociable cortical regions represent things and stuff in the human brain PsyArXiv 2025/07/24 The cost of thinking is similar between large reasoning models and humans arXiv 2025/07/22 Assessing Adaptive World Models in Machines with Novel Games arXiv 2025/07/18 Modeling Open-World Cognition as On-Demand Synthesis of Probabilistic Models Computational Creativity 2025/07/12 How far afield should you go when being creative? 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