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most citedExamining Language Modeling Assumptions Using an Annotated Literary Dialect Corpus

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cs.CL2026

When Models Know More Than They Say: Probing Analogical Reasoning in LLMs

Hope McGovern, Caroline Craig, Thomas Lippincott +1

Analogical reasoning is a core cognitive faculty essential for narrative understanding. While LLMs perform well when surface and structural cues align, they struggle in cases where…