Do type and token effects reflect different mechanisms? Connectionist modeling of Dutch past-tense formation and final devoicing

In this paper, we show that both token and type-based effects in lexical processing can result from a single, token-based, system, and therefore, do not necessarily reflect different levels of processing. We report three Simple Recurrent Networks modeling Dutch past-tense formation. These networks show token-based frequency effects and type-based analogical effects closely matching the behavior of human participants when producing past-tense forms for both existing verbs and pseudo-verbs. The third network covers the full vocabulary of Dutch, without imposing predefined linguistic structure on... Mehr ...

Verfasser: Moscoso del Prado Martín, F.
Ernestus, M.
Baayen, R.
Dokumenttyp: Artikel
Erscheinungsdatum: 2004
Sprache: unknown
Permalink: https://search.fid-benelux.de/Record/base-26646702
Datenquelle: BASE; Originalkatalog
Powered By: BASE
Link(s) : http://hdl.handle.net/11858/00-001M-0000-0013-19CB-F

In this paper, we show that both token and type-based effects in lexical processing can result from a single, token-based, system, and therefore, do not necessarily reflect different levels of processing. We report three Simple Recurrent Networks modeling Dutch past-tense formation. These networks show token-based frequency effects and type-based analogical effects closely matching the behavior of human participants when producing past-tense forms for both existing verbs and pseudo-verbs. The third network covers the full vocabulary of Dutch, without imposing predefined linguistic structure on the input or output words.