Academic Catalog

COGS560 LARGE LANGUAGE MODELS FOR REASONING AND COGNITION

Course Code: 9020560
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 7.0
Department: Cognitive Sciences
Language of Instruction: English
Level of Study: Graduate
Course Coordinator:
Offered Semester: Fall and Spring Semesters.

Course Content

This course explores how large language models (LLMs) represent. process. and generate information. with a focus on reasoning and cognition. Students will examine the architectures. learning mechanisms. and emergent abilities of LLMs. and analyze their reasoning behaviors through cognitive science and computational perspectives. The course covers theoretical and practical aspects of developing computational models for multi-step reasoning. and explores capabilities of such models from cognitive aspects such as compositionality. generalization. biases and human?model comparisons. Through lectures. research discussions. practical exercises. and a term project. students will develop skills to build their own specialized reasoning models across tasks and domains. learn methods for analysis and designing experiments. critically assess model capabilities. and explore interdisciplinary research questions at the intersection of AI and human cognition.