Semantic Cognition Lab
Semantic Cognition Lab
Welcome to the Semantic Cognition Lab
Our team investigates how conceptual knowledge and language meaning are encoded in the brain. For this purpose, we apply machine learning techniques to brain imaging, non-invasive brain stimulation, and behavioral data from neurological patients and healthy participants.
Our primary goal is to develop a computational model of how knowledge and meaning are encoded in neural activity patterns and how they relate to information originating from sensory-motor and affective neural systems. The ultimate goal is to elucidate the representational code for conceptual knowledge, which would lead to a deeper understanding of the language and memory deficits caused by neurological disorders and have transformative applications in artificial intelligence and brain-computer interface technology.
We are part of the Medical College of Wisconsin, affiliated with the Department of Neurology, the Joint Department of Biomedical Engineering, the Neuroscience Research Center, and the doctoral programs in Neuroscience and Biophysics.
Director: Leo Fernandino, PhD
Featured studies
Shared representations of events and objects
Studies of individuals with brain injury have led many researchers to believe that the brain contains distinct knowledge systems for different domains of experience. We provide evidence against this view by showing that concepts from different categories are jointly represented within the same brain regions, according to a shared representational code.
We asked which areas of the cerebral cortex represent information about the meanings of words. Previous studies had indicated that large portions of the temporal, parietal, and frontal lobes participate in processing language meaning, but it was unknown which regions actually encoded information about individual word meanings.
In this study, we addressed the question of how the contents of our thoughts – concepts, ideas, beliefs – are related to the physical world that we experience through our senses by evaluating six different models of concept representation.
New project
News
July 7, 2025 - Research project aims to develop brain-to-text computer interface as a precursor for artificial speech restoration in aphasia.
April 7, 2025 - We are happy to welcome Jasson Crentsil as a new graduate student in the lab. Jasson is in the MD/PHD program and will start working on his dissertation research this summer. He is interested in cognitive decline, neurodegenerative disorders, and brain imaging.
Latest publications
A common representational code for event and object concepts in the brain
Tong, Binder, Conant, Mazurchuk, Anderson, & Fernandino (2025). The Journal of Neuroscience.
Lay summary: Shared neural representations of events and objects
The primacy of experience in language processing: Semantic priming is driven primarily by experiential similarity
Fernandino & Conant (2024). Neuropsychologia.
The neural representation of body part concepts
Mazurchuk, Fernandino, Tong, Conant, & Binder (2024). Cerebral Cortex.
Concept Representation
Fernandino & Binder (2024). Encyclopedia of the Human Brain, 2nd edition, Elsevier.
How does the "default mode" network contribute to semantic cognition?
Fernandino & Binder (2024). Brain and Language.
Stimulus repetition and sample size considerations in item-level representational similarity analysis
Mazurchuk, Conant, Tong, Binder, and Fernandino (2023). Language, Cognition and Neuroscience.
A distributed network for multimodal experiential representation of concepts
Tong, Binder, Humphries, Mazurchuk, Conant, and Fernandino (2022). The Journal of Neuroscience.
Lay summary: A Neural Map of Word Meaning
Preprint PDF (no paywall) Published version (JNeuro website)
Decoding the information structure underlying the neural representation of concepts
Fernandino, Tong, Conant, Humphries, and Binder (2022). PNAS.
Lay summary: The Stuff of Thought Is the Stuff of Experience
Resumo leigo: A Matéria do Pensamento é a Matéria da Experiência
Complete publication list: Faculty Collaboration Database
My lab is supported by the National Institute on Deafness and Other Communication Disorders and by the Advancing a Healthier Wisconsin Endowment
On the news
My interview with Bryan Belmer for CTSI Discovery Radio (October 2024)
Promoting BrainExpo at Wakeup News, Fox 6 Channel (April 6, 2024)
I talked about my work and answered questions about the brain at The Morning Show on WPR (March 17 2022)
My contribution to the OHBM blog: Imaging Brain Activity in Real Time (July 21 2016)
A Huffington Post article to which I contributed (2016): Brain Mapping: Getting It Right
My profile on the Medical College of Wisconsin website.