Machine Learning Engineer · NLP / LLM
Welcome! My name in Vietnamese is Ngô Gia Hân (吳嘉欣), and I also go by Celia. My given name 嘉欣 carries the meaning of goodness and joy—a sentiment I hope to bring into both my work and the people I work with.
Previously, I received my M.S. in Computer Science and Information Engineering from National Cheng Kung University, where I was fortunate to be advised by Prof. Jung-Hsien Chiang at the Intelligent Information Retrieval Laboratory. My research focused on natural language processing, large language models, and agent. I received my B.CIS. from Auckland University of Technology through its joint international program with Ho Chi Minh University of Science.
Some of the most rewarding work begins with a simple hello. If something here sparks your curiosity, feel free to reach out at celia@iir.csie.ncku.edu.tw!
Research keywords: Deep Learning, NLP, Large Language Models, Agent Workflow.
* indicates equal contribution.
Database, 2025
TL;DR: A two-stage LLM framework that preserves domain constraints during data augmentation and filters semantically inconsistent samples for biomedical relation extraction and other structure-sensitive NLP tasks.
AMIA 2023 Annual Symposium
TL;DR: A BioCreative VIII system combining identifier-matching probability models, ensemble learning, and augmented biomedical data for NER and relation extraction
Sep 2024 — Jul 2026
Galaxy Software Services Corporation
LLM systems, agent workflows, MLOps, and cloud delivery.
Feb 2022 — Aug 2022
Netcompany
Product testing, defect analysis, and cross-team delivery.
2022 — 2024 · GPA 4.07/4.3
National Cheng Kung University
Intelligent Information Retrieval Laboratory.
2018 — 2022 · GPA 3.89/4.0
Auckland University of Technology
Joint program with Ho Chi Minh University of Science.
Buddhist practice and caring for plants help me stay grounded.
Reciting Buddhist sutras and reflecting on Dharma teachings remind me to return to calm, compassion, and a clearer perspective.
Caring for plants teaches me something similar in a quieter way: meaningful growth takes patience, consistency, and care.
Both are small parts of my daily life, but they shape how I approach challenges, learning, and the people around me. 🌿
