Large language models and generative AI

Applications and evaluation of large language models -- retrieval-augmented generation, LLM-as-a-judge, agents, and domain uses from contract review to clinical coding -- alongside generative models for other media.

11 supervised theses. See all supervised theses for the full list, or open topics if you are looking for one to take on.

Level	Author	Title	Date	Industry	Recording
MSc	A. Nygård	Agent-System Interface Designs for Enterprise Applications: A Comparative Empirical Study	June 2026	Ardoq	video
MSc	A. Hämäläinen	Improving retrieval-augmented generation with LLM-as-a-judge evaluation	Nov. 2025
MSc	J. Naveed	Optimized code generation in BIM with retrieval-augmented LLMs	Feb. 2025
BSc	L. Kukkula	Exploring large language models for clinical code assignment	Sept. 2025
MSc	M. Regårdh	Evaluation of large language models in the context of legacy codebase modernization	Apr. 2025
MSc	T. Salminen	Contract review with large language models	Apr. 2025		video
MSc	J. Rantanen	Large Language Models in Mental Health Support	Aug. 2024		video
MSc	K. Lasocki	Deep learning for continuous symbolic melody generation conditioned on lyrics and initial melodies	Aug. 2023
MSc	P. Gynther	LLM as a Judge in Healthcare	in progress
MSc	V. Ruuskanen	Secure management and control of enterprise AI agents in enterprise environments	in progress
MSc	Y. He	Framework for Evaluation of Retrieval-Augmented Generation (RAG) Pipelines	in progress		video