Revisiting Thread Disentanglement in Technical Chat with Fine-Tuned LLMs and Graph-Based Clustering
Alex Aselstyne, Mariam El Mezouar
IEEE CASCON, 2025
Alex Aselstyne, Mariam El Mezouar
IEEE CASCON, 2025
Mila, Polytechnique Montreal, QC
2025 - Present
Researching applications of foundation models in antimicrobial resistance, under the supervision of Prof. Sarath Chandar.
Queen's University, Kingston, ON
2021 - 2025
4.28 final cumulative GPA. Graduated with a degree focus in data analytics. Relevant coursework: Machine Learning, Data Structures & Algorithms, Database Systems, Software Engineering.
Mila, Montreal, QC
S2025
Began current work under Sarath Chandar on AI for biology, focusing on the problem of antimicrobial resistance using foundation models and decision trees.
Royal Military College, Kingston, ON
S2024 - S2025
Completed a research project on thread disentanglement in technical chat using fine-tuned large language models and graph-based clustering techniques.
TBL Durables, Etobicoke, ON
S2023
Designed new components for product R&D, optimized internal manufacturing processes, and collaborated with executive leadership on strategic initiatives.
Queen's University Centre for Teaching and Learning, Kingston, ON
F2022 - S2023
Enabled faculty to effectively use digital teaching technologies through technical support, training sessions, and video resource development.
Real Canadian Superstore, Oakville, ON
2020 - 2023
Provided excellent customer service and focused on improving department efficiency and organization.
Notes
November 11, 2025
This is a placeholder for my first blog post. I'll write about my research and interests here...
November 10, 2025
Exploring the potential impacts of new generative models on drug discovery and personalized medicine.