“…An alternativeimplicit in many Bayesian modelsis to treat the symbols as reifications of some distribution in the world: There are some features that are reliably (if probabilistically) encountered in combination, and we use, for example, "Alice" to refer to one such combination (or a posited essence that explains the combination; see Oved, 2015). This straightforwardly allows for recognition, for example through an NN classifier (Pustejovsky & Krishnaswamy, 2022;Wu, Yildirim, Lim, Freeman, & Tenenbaum, 2015). Thus, the LoT sentence BEAT(ALICE, BART, TUG-OF-WAR) means that in observing the referred-to scene, we would recognize (our NN classifier would identify) an Alice, a Bart, a beating, and tug-of-war, and that these entities would be arranged in the appropriate way (see also Pollock & Oved, 2005).…”