Why AI Won't Make Us Dumber: The Next Flynn Effect
May 2026 (Forthcoming)
This essay is accepted for publication in the Internet Law & Policy Foundry Digital Symposium on Tech Policy.
Writing
Research
- Contreras, J. M. (submitted). An LLM-native psychometric instrument does not predict LLM behavior: Evidence across 25 models.
- Contreras, J. M., & Carpenter, M. (in press). Adjudication in the age of machina legalis: A governance architecture for trustworthy and responsible AI in courts. Cambridge Forum on AI: Law and Governance.
- Contreras, J. M. (2025). Automated evaluation of gender bias across 13 large multimodal models. arXiv. https://arxiv.org/abs/2509.07050
- Contreras, J. M. (2025). Automated safety evaluations across 20 large language models: The Aymara LLM Risk and Responsibility Matrix. arXiv. https://arxiv.org/abs/2507.14719
- Morehouse, K. N., Contreras, J. M., Pan, W., & Banaji, M. R. (2024, June). Bias transmission in large language models: Evidence from gender-occupation bias in GPT-4. Paper presented at the Next Generation of AI Safety Workshop, ICML, Vienna, Austria.
- Contreras, J. M. (2023). Data science needs you, social scientist. In Non-academic careers for quantitative social scientists: A practical guide to maximizing your skills and opportunities (pp. 9–13). Springer International Publishing.
- Shephard, D., Contreras, J. M., Meuris, J., Kaat, A., Bailey, S., Custers, A., & Spencer, N. (2017). Beyond financial literacy: The psychological dimensions of financial capability (Technical Report). Think Forward Initiative.
- Leshinskaya, A., Contreras, J. M., Caramazza, A., & Mitchell, J. P. (2017). Neural representations of belief concepts: A representational similarity approach to social semantics. Cerebral Cortex, 27(1), 344–357.
- Tamir, D. I., Thornton, M. A., Contreras, J. M., & Mitchell, J. P. (2016). Neural evidence that three dimensions organize mental state representation: Rationality, social impact, and valence. Proceedings of the National Academy of Sciences, 113(1), 194–199.
- Contreras, J. M., Banaji, M. R., & Mitchell, J. P. (2013). Multivoxel patterns in fusiform face area differentiate faces by sex and race. PLOS ONE, 8(7), e69684.
- Contreras, J. M., Schirmer, J., Banaji, M. R., & Mitchell, J. P. (2013). Common brain regions with distinct patterns of neural responses during mentalizing about groups and individuals. Journal of Cognitive Neuroscience, 25(9), 1406–1417.
- Durante, F., Fiske, S. T., Kervyn, N., Cuddy, A. J., Akande, A., Adetoun, B. E., Adewuyi, M. F., Tserere, M. M., Al Ramiah, A., Andersen, R., Amin, A., Berthold, A., Björklund, F., Bosch, S., Contreras, J. M., ... & Cuddy, A. J. (2013). Nations' income inequality predicts ambivalence in stereotype content: How societies mind the gap. British Journal of Social Psychology, 52(4), 726–746.
- Contreras, J. M., Banaji, M. R., & Mitchell, J. P. (2012). Dissociable neural correlates of stereotypes and other forms of semantic knowledge. Social Cognitive and Affective Neuroscience, 7(7), 764–770.