University of Illinois Urbana-Champaign

Semantic memory: Explorations in behavior and ERPs

Chia, Lin Khern Avery

Content Files
CHIA-DISSERTATION-2023.pdf

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https://hdl.handle.net/2142/121469

Description

Title
Semantic memory: Explorations in behavior and ERPs
Author(s)
Chia, Lin Khern Avery
Issue Date
2023-07-07
Director of Research (if dissertation) or Advisor (if thesis)
Willits, Jon A
Doctoral Committee Chair(s)
Willits, Jon A
Committee Member(s)
  • Federmeier, Kara D
  • Dell, Gary S
  • Hotaling, Jared
  • McRae, Ken
Department of Study
Psychology
Discipline
Psychology
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
Ph.D.
Degree Level
Dissertation
Keyword(s)
  • Semantic Memory
  • Semantic Priming
  • N400
  • Computational Models
  • Transformers
  • GPT2
Abstract
Semantic memory has been studied extensively in two lines of research: one using overt behaviors like reaction times and another using covert brain behaviors like Event-Related Potentials (ERPs). This dissertation explores issues in both lines of research. CHAPTER 2: BEHAVIOR evaluates the task-appropriate hypothesis in overt reaction time priming, widely taken to reflect the access of semantic memory. CHAPTER 3: BRAIN WAVES explores using a Large Language Model (LLM) to model the N400 ERP, a covert brain wave that is also widely taken to reflect the access of semantic memory.
Graduation Semester
2023-08
Type of Resource
Thesis
Handle URL
https://hdl.handle.net/2142/121469
Copyright and License Information
Copyright 2023 Lin Khern Chia

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Graduate Theses and Dissertations at Illinois