Nature CommunicationsNeurosciencePeer-reviewed journal article
Connecting Concepts in the Brain by Mapping Cortical Representations of Semantic Relations
Yizhen ZhangiD, Kuan HaniD, Robert M. WorthiD, Zhongming LiuiD
Abstract
In the brain, the semantic system is thought to store concepts. However, little is known about how it connects different concepts and infers semantic relations. To address this question, we collected hours of functional magnetic resonance imaging data from human subjects listening to natural stories. We developed a predictive model of the voxel-wise response and further applied it to thousands of new words. Our results suggest that both semantic categories and relations are represented by spatially overlapping cortical patterns, instead of anatomically segregated regions. Semantic relations that reflect conceptual progression from concreteness to abstractness are represented by cortical patterns of activation in the default mode network and deactivation in the frontoparietal attention network. We conclude that the human brain uses distributed networks to encode not only concepts but also relationships between concepts. In particular, the default mode network plays a central role in semantic processing for abstraction of concepts.
- Citations
- 72
- FWCI
- 4.43
- Field percentile
- top 5%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Representations of semantic relations in the human cerebral cortex
Catherine Chen, Xue Lily Gong, … Jack L. Gallant·bioRxiv·Feb 20, 2026
- Mapping concept and relational semantic representation in the brain using large language models
Paul C. Bogdan, Cortney M. Howard, … Simon W. Davis·Current BiologyPeer-reviewed·Feb 24, 2026
- Modelling brain representations of abstract concepts
DANIEL H. KAISER, Arthur M. Jacobs, Radoslaw Martin Cichy·PLoS Computational BiologyPeer-reviewed·Feb 4, 2022
- How do brain regions specialised for concrete and abstract concepts align with functional brain networks? A neuroimaging meta-analysis
Paul Hoffman, Matthew Bair·Neuroscience & Biobehavioral ReviewsPeer-reviewed·May 15, 2025
- Semantic reasoning takes place largely outside the language network
Anna Aleksandrovna Ivanova, Carina Kauf, … Evelina G. Fedorenko·bioRxiv·Dec 10, 2025
- Distributed Code for Semantic Relations Predicts Neural Similarity
Jeffrey N. Chiang, Yujia Peng, … Martin Max Monti·bioRxiv·Jun 12, 2019