Computational Modeling of an Auditory Lexical Decision Experiment Using Diana
Bibliographic Data
| ID | 10256558 |
|---|---|
| Authors | Filip Nenadić (0000-0002-1450-5945, University of Alberta, Canada; Singidunum University, Serbia, corresponding author), Benjamin V Tucker (0000-0001-8965-7890, University of Alberta), Louis Ten Bosch (0000-0002-0152-9024, Radboud University, The Netherlands) |
| Year | 2023 |
| Volume | 66 |
| Issue | 3 |
| Pages | 564-605 |
| Publication date | 2023-09-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Language and Speech (JOURNAL) |
| Journal identifiers | ISSN: 0023-8309 • E-ISSN: 1756-6053 |
| Publisher | SAGE Publications (PUBLISHER • US) |
| DOI | 10.1177/00238309221111752 |
| PMID | 36000386 |
| OpenAlex | W4292997377 |
| Language | EN |
| Citations received | 1 |
| References cited | 103 |
We present an implementation of DIANA, a computational model of spoken word recognition, to model responses collected in the Massive Auditory Lexical Decision (MALD) project. DIANA is an end-to-end model, including an activation and decision component that takes the acoustic signal as input, activates internal word representations, and outputs lexicality judgments and estimated response latencies. Simulation 1 presents the process of creating acoustic models required by DIANA to analyze novel speech input. Simulation 2 investigates DIANA’s performance in determining whether the input signal is a word present in the lexicon or a pseudoword. In Simulation 3, we generate estimates of response latency and correlate them with general tendencies in participant responses in MALD data. We find that DIANA performs fairly well in free word recognition and lexical decision. However, the current approach for estimating response latency provides estimates opposite to those found in behavioral data. We discuss these findings and offer suggestions as to what a contemporary model of spoken word recognition should be able to do
Cognition · Latency (audio · Lexical decision task · Lexicon · Linguistics · Natural language processing · Pseudoword · Speech recognition · Word (group theory · Word recognition · Artificial Intelligence · Computer Science · Phonetics and Phonology Research · Psychology · Speech and dialogue systems · Speech Recognition and Synthesis
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Shortlist B
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| Unique citing works | 1 |
|---|---|
| Citations per year | 1 |
| Citation span | 2025 - 2025 (1) |
| Citation velocity | recent |
| Highly cited | No |
| Citation types | Neutral: 1 |