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cs.CL2026
Latent Taxonomies: How Property Induction Develops in Language Model Pre-training
Jan Sobotka, Ekaterina Goliakova, Marcin Detyniecki +2
When told that robins have sesamoid bones, people are far more prone to extend the property to sparrows than to whales. This behavior, called category-based property induction, is…
cs.CL2026
Why Do LLMs Struggle in Strategic Play? Broken Links Between Observations, Beliefs, and Actions
Jan Sobotka, Mustafa O. Karabag, Ufuk Topcu
Large language models (LLMs) are increasingly tasked with strategic decision-making under incomplete information, such as in negotiation and policymaking. While LLMs can excel at m…