Work Experience

Institution of Political Science, Academia Sinica

Research Assistant Mar 2022 - Present
  • Engineered datasets and conducted statistical analysis on cross‐national data from twelve East Asian countries using Python and R, contributed to a publication at the Asian Barometer Survey Conference 2023
  • Developed and curated a 2-million-entry news database from China's People's Daily. Trained classification models using PyTorch and RoBERTa framework, achieving 96% accuracy in identifying international news
  • Developed and maintained an events database on UK-Germany relations, consolidating a comprehensive resource and literature reviews for the book project and regularly reporting progress to the team
Skill: Python, R, Data Analysis, International Relations

Department of Computer Science & Information Engineering, National Taiwan University

Research Assistant Aug 2024 - Present
  • Optimized research design and evaluated bias in LLMs (GPT, LLaMA) using the Retrieval-Augmented Generation (RAG) framework, incorporating social science experimental methodology
  • Curated and analyzed 1000+ paired human-AI annotated datasets, developed visualization tools for bias assessment, contributing to a paper submission to The 31st International Conference on Computational Linguistics (COLING)
Skill: Python, Deep Learning, LLM, RAG

Institution of Sociology, Academia Sinica

Research Assistant Apr 2024 - Present
  • Analyzed 600+ WTO Dispute Settlement Body cases and 8000+ documents using social network analysis uncovering key patterns and relationships between countries
  • Designed data pipeline from scratch, including web scrapping, text pre-processing, and data analytics, improving data accessibility for further research
Skill: Python, Data Analysis, Web Scrapping

Operation Planning & Admin. Division, First Bank

Intern Jul 2020 - Aug 2020
  • Conducted qualitative data collection and developed strategic recommendations to enhance digital bank user experience, earning recognition from management
  • Managed survey data collection and conducted literature reviews to optimize ATM user experience
  • Initiated and organized an experience-sharing session on project management for 50+ interns, fostering strong relationships between the interns and the company
Skill: Business Analysis, Data Analytics

Bonny Worldwide

School Ambassador Feb 2020 - May 2020
  • Orchestrated targeted outreach efforts to drive registrations and product trials for Bonny's app
  • Presented and articulated Bonny's brand value and products to the NTU PoliSci department team
Skill: Presentation skill

National Audit Office R.O.C (Taiwan)

Intern Oct 2019 - Nov 2019
  • Translated complex international manifestos from INTOSAI and EUROSAI, as well as two news articles from the National Audit Office, R.O.C.(Taiwan), facilitating specific projects or initiatives
  • Provided proposal development and logistical arrangements for a successful seminar and Provided comprehensive administrative support, optimizing office operations with a keen eye for detail
Skill: English Translation