Inner Language Variation

To cite (as of May 2026):

Code, data, and supplementary repository for the paper:

Krempel*, R., Li*, J., Gao*, R., Yu, R., Ivanova, A.A. (accepted). Variations in Inner Language and Conceptual Thought Experience. Proceedings of the Annual Meeting of the Cognitive Science Society.

*co-first authorship

Content

• analysis_cogsci.Rmd: Analysis code used to reproduce the results and figures in the Krempel*, Li*, Gao*, et al. (2026) CogSci manuscript
• Figures_CogSci_042026: Figures in the manuscript
• data_V1: Raw survey data used in the manuscript
• Infographics: Infographic instruction shown to participants to explain different forms of thinking
• Forms_of_Inner_Thinking (FIT)_v202604.pdf: Text version of the full questionnaire