The dark side of incremental learning: a model of cumulative semantic interference during lexical access in speech production.
Naming a picture of a dog primes the subsequent naming of a picture of a dog (repetition priming) and interferes with the subsequent naming of a picture of a cat (semantic interference). Behavioral studies suggest that these effects derive from persistent changes in the way that words are activated and selected for production, and some have claimed that the findings are only understandable by positing a competitive mechanism for lexical selection. We present a simple model of lexical retrieval in speech production that applies error-driven learning to its lexical activation network. This model naturally produces repetition priming and semantic interference effects. It predicts the major findings from several published experiments, demonstrating that these effects may arise from incremental learning. Furthermore, analysis of the model suggests that competition during lexical selection is not necessary for semantic interference if the learning process is itself competitive.
Oppenheim
Gary M
GM
Beckman Institute, University of Illinois, 405 North Mathews Avenue, Urbana, IL 61801, USA. goppenh2@illinois.edu
Dell
Gary S
GS
Schwartz
Myrna F
MF
D000465:Algorithms; D000818:Animals; D002415:Cats; D003463:Cues; D004285:Dogs; D006801:Humans; D007858:Learning / Q000502:physiology*; D008960:Models, Psychological; D011578:Psycholinguistics; D011597:Psychomotor Performance / Q000502:physiology; D012660:Semantics; D013060:Speech / Q000502:physiology*; D014705:Verbal Behavior / Q000502:physiology*