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Kanishka Misra

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#natural language process... Jun 2026

What's in a Name? Morphological Shortcuts by LLMs in Pharmacology

This work introduces a framework for identifying whether a model's drug semantics are driven mainly by the affix, the stem, or the drug name as a whole, and reveals that models often induce drug meaning primarily through affix cues, yet rarely explicitly indicate this reliance, and sometimes incorrectly conflate proper...

Kai-Jie Mo, Thomas Yang, Chantal Shaib et al. · arXiv.org · 0 citations

#natural language process... Preprint Sep 2026

Disentangling Statistical Preemption from Entrenchment in Language Models'Avoidance of Overgeneralization

How do learners avoid overgeneralizations such as Tom laughed me without explicit negative evidence? Constructionists have posited two proposals that describe indirect negative evidence against overgeneralizations: preemption (which privileges exposure to near-synonymous construction---e.g., she made him laugh) vs. ent...

Yi-Xuan Wang, Freda Shi, Kanishka Misra · 0 citations