Kanishka Misra

(V)LMs generalize beyond surface co-occurrence: Evidence from cross-modal number agreement

Language models learn about grammatical number primarily from co-occurrence, and show frequency effects as a result---sometimes taken to indicate that they do not learn abstract ``rules'', and are instead dependent on specific lexical items. Testing generalization with text stimuli alone cannot settle this debate, sinc...