Apprentice Projects

Projects

Multilingual Agentic Benchmarking for Underrepresented Regions

Build an environment and evaluation benchmark for agentic LLMs in low-resource languages and underrepresented regions.

Mentors Samuel Cahyawijaya, Patomporn Payoungkhamdee

Mentees (5) Aulia Adila, Kittiphat Leesombatwathana, My (Chiffon) Nguyen, Saksorn Ruangtanusak, Vissuta Gunawan Lim

CoRaL: Contextual Relevance and Linguistic Enrichment

A multi-dimensional data curation framework to balance quality, relevance, and cultural coverage in low-resource corpora.

Mentors Fajri Koto, M. Dehan Al-Kautsar

Mentees (3) Thanh-Nhi Nguyen, Feliks Victor Parningotan Samosir, Michael Christlambert Sinanta

Reasoning Agentic LLM Router

Develop skill-based routing to reduce inference costs while preserving strong generalization.

Mentors Genta Indra Winata, David Anugraha

Mentees (3) Napol Rachatasumrit, Quyen Le Hoang Tran, Jaycent Gunawan Ongris

Selective Memory Layer Finetuning

Explore memory-layer finetuning strategies to improve continual learning without catastrophic forgetting.

Mentors Alham Fikri Aji, Farid Adilazuarda, M. Reza Qorib

Mentees (5) Faeyza Rishad Ardi, Izaaz Inhar, Phudish Prateepamornkul, Quang Minh Nguyen, Tri Vo

Knowledge Distillation in Multilingual Vision-Text Model

Distill compact multilingual vision-text embeddings from large multimodal teachers for real-world deployment.

Mentors Peerat Limkonchotiwat, Ekapol Chuangsuwanich, Pume Tuchinda

Mentees (4) Ashvanth S, Faiz Assabil Firdaus, Ilma Aliya Fiddien, Puja Ahmad Habibi

Publications