Jon Willits
Assistant Professor
Primary Affiliation
Illinois Language and Literacy InitiativeAffiliations
Status Affiliate Faculty
Home Department of Psychology
Phone (608) 628-8066
Email jwillits@illinois.edu
Address
-
Biography
Jon Anthony Willits is an assistant professor in the Department of Psychology. His primary affiliation is the Illinois Language and Literacy Initiative. He is affiliated with Beckman Institute for Advanced Science and Technology and National Center for Supercomputing Applications.
Education
B.S., computer science, University of Nebraska at Omaha, 2002
Ph.D., cognitive psychology, University of Wisconsin-Madison, 2012
-
Research
Research areas:
Language and concepts
Neural networks
Cognitive and developmental psychology
Research interests:
Cognitive development
Word learning, semantic development, and knowledge acquisition
Computational modeling, neural networks, natural language processing, and data science
Jon Willits studies language and learning in infants, children, adults, and machines. His research uses computational, neurobiological, experimental, and naturalistic methods to better understand how people and machines learn, represent, and use languages and other forms of complex knowledge, especially word meanings and semantic knowledge.
-
2022
- Huang, A., Huebner, P. A., & Willits, J. A. (2022). Generalization and Transfer Learning in Neural Networks Performing Shape, Size, and Color Classification. 3258-3264. Paper presented at 44th Annual Meeting of the Cognitive Science Society: Cognitive Diversity, CogSci 2022, Toronto, Canada.
- Mao, S., Huebner, P. A., & Willits, J. A. (2022). Compositional Generalization in a Graph-based Model of Distributional Semantics. 1993-1999. Paper presented at 44th Annual Meeting of the Cognitive Science Society: Cognitive Diversity, CogSci 2022, Toronto, Canada.
2021
- Huebner, P. A., & Willits, J. A. (2021). Scaffolded input promotes atomic organization in the recurrent neural network language model. In A. Bisazza, & O. Abend (Eds.), CoNLL 2021 - 25th Conference on Computational Natural Language Learning, Proceedings (pp. 408-422). (CoNLL 2021 - 25th Conference on Computational Natural Language Learning, Proceedings). Association for Computational Linguistics (ACL).
- Huebner, P. A., & Willits, J. A. (2021). Using lexical context to discover the noun category: Younger children have it easier. In K. D. Federmeier, & L. Sahakyan (Eds.), The Context of Cognition: Emerging Perspectives (pp. 279-331). (Psychology of Learning and Motivation - Advances in Research and Theory; Vol. 75). Academic Press Inc.. https://doi.org/10.1016/bs.plm.2021.08.002
2019
- Chia, L. K. A., & Willits, J. A. (2019). The Goal-Dependent Nature of Automatic Semantic Priming. In Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019 (pp. 1493-1498). (Proceedings of the 41st Annual Meeting of the Cognitive Science Society: Creativity + Cognition + Computation, CogSci 2019). The Cognitive Science Society.