Cognitive Models
Using AI systems as cognitive models to test theories about human cognition
We're interested in applying the tools of psychology to carefully investigate similarities and differences in how humans and AI systems complete cognitive tasks. Recent projects in this area have investigated the mechanisms behind theory of mind, world knowledge, and sensorimotor grounding. We're currently investigating how these capacities are implemented by AI systems using the tools of mechanistic interpretability.
Representative papers:
- Jones et al. (2024). Comparing humans and large language models on an experimental protocol inventory for theory of mind evaluation (EPITOME). Transactions of the Association for Computational Linguistics
- Jones et al. (2024). Do multimodal large language models and humans ground language similarly? Computational Linguistics
- Jones & Bergen (2024). Does word knowledge account for the effect of world knowledge on pronoun interpretation? Language and Cognition