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It is tested whether models in this deployment-relevant 2--8B range carry genuine taxonomic knowledge, evaluating four such VLMs against the domain-specific specialist BioCLIP on a 96-species task, and comparing clean iNaturalist photographs against camera-trap imagery from 6 LILA.
OPD's effectiveness hinges less on teacher supervision than previously thought, with a new method achieving a staggering 263% relative gain without any teacher input.
Counterfactual arithmetic in latent models primarily travels through value-cache suffixes, challenging assumptions about hidden states and keys.
