Experience
A brief overview of my research, service, and coaching experience.
Research Experience
I spent my fourth year exploring large language models through research internships and an apprenticeship, with a particular interest in uncertainty, preference optimization, and multilingual NLP.
LLM Uncertainty Quantification
Worked on uncertainty quantification for large language models.
Uncertainty and Direct Preference Optimization
Explored whether uncertainty could help improve Direct Preference Optimization (DPO).
Entropy2Vec
Contributed to Entropy2Vec by working on the clustering algorithm used to construct a language tree for comparison with Glottolog.
Related note on MBZUAI “Bitter Lesson on LLM Alignment Research from an Undergrad”
Academic Service & Coaching
At EKKA, an AI competition exhibition within Indonesia’s National Science Olympiad (OSN), I served on the scientific committee for the selection process. I continued in the same role through Pelatnas 1–3, the national training and selection stages for the Indonesian team preparing for IOAI, the annual International Olympiad in Artificial Intelligence for high-school students.
Ekshibisi Kompetisi Kecerdasan Artifisial
Contributed to EKKA 2025 and 2026 by writing selection problems.
Indonesian IOAI Team Preparation
Contributed by teaching one class and helping students work through problems across Pelatnas 1–3.